2e:null 2f:["$","title",null,{"children":"Literature & Gap Mapping: Friction, Interpolation & Amplification | Sundar Singh | Observable"}] 34:T6be,# Literature & Gap Mapping: Friction, Interpolation & Amplification This notebook tracks **${data.length}** sources for my MA research on friction and interpolation in data visualisation. Each source is scored against my framework (friction, interpolation, amplification), categorised by practice type and stance, and mapped for relationships. It works for both presentations and deeper research. --- **Interpolation** — like Cage's 4'33": the space between notes isn't empty, it's full of what we normally miss. --- ## The Line Where does friction enable connection? Where does automation sever it? | Category | What it does | Examples | |----------|-------------|----------| | **Good Friction** | Builds expertise through making · Shows how things work · Creates understanding through struggle · Develops tacit knowledge | D3 coding · Manual diagrams · Morning pages · Tai chi · Colour studies | | **Bad Friction** | Busywork without learning · Poor UX as obstacle · Pointless repetition · Cognitive load without insight | Clunky interfaces · Data entry · Form-filling · Badly designed tools | | **Good Automation** | Reveals process · Supports exploration · Amplifies capability · Keeps humans in the loop | D3 library · Observable reactivity · Version control · Ikeda's sonification | | **Bad Automation** | Hides transformation · Removes practitioners · Creates dependency · Speed over understanding | Tableau/Power BI · AutoML · One-click anything · Template systems | **The distinction:** Not tech vs manual. Not digital vs analog. It's whether practitioners engage with how things transform or get cut out entirely. *Does this connect me to the transformation or remove me from it?*35:T6c9,viewof selectedEntry = { const grouped = d3.group(data, (d) => d.practice_type); const columnOrder = [ "Diagrammatic/Visual", "Embodied/Manual Practice", "Computational/Systems", "Automation/Efficiency" ]; const container = html`

${columnOrder.map((type) => { const items = grouped.get(type) || []; return html`

${type} (${items.length})

${d.author} (${d.era})${superstarIcon}

`; })}

`; container.value = data[0]; return container; }36:T2892,html`

      ${selectedEntry.author}${
        selectedEntry.superstar_example ? ' 😍' :
        selectedEntry.stance_to_research === 'opposing' ? ' 😞' :
        selectedEntry.stance_to_research === 'foundational' || selectedEntry.stance_to_research === 'supporting' ? ' 😎' :
        ''
      }
    

      ${selectedEntry.entity_type} │ ${selectedEntry.era} │ ${selectedEntry.domain}
      ${selectedEntry.superstar_example ? ' │ SUPERSTAR' : ''}
    
▸ CONTRIBUTION
${selectedEntry.contribution}

      
      ${selectedEntry.quote ? html`
        
          "${selectedEntry.quote}"
        

      ` : ''}
      
      ▸ APPROACH
FRICTION
${selectedEntry.friction_approach}
INTERPOLATION
${selectedEntry.interpolation_approach}
AMPLIFICATION
${selectedEntry.amplification_method}

      
      ${selectedEntry.amplified_interpolation ? html`
        AMPLIFIED INTERPOLATION
${selectedEntry.amplified_interpolation}

      ` : ''}
    
▸ SCORES

        
        ${selectedEntry.relevance_to_research !== null && selectedEntry.relevance_to_research !== undefined ? html`
          Relevance
${'█'.repeat(selectedEntry.relevance_to_research * 2)}${'░'.repeat(20 - selectedEntry.relevance_to_research * 2)}
${selectedEntry.relevance_to_research}/10

        ` : ''}
        
        ${selectedEntry.friction_score !== null && selectedEntry.friction_score !== undefined ? html`
          Friction
${'█'.repeat(selectedEntry.friction_score * 2)}${'░'.repeat(20 - selectedEntry.friction_score * 2)}
${selectedEntry.friction_score}/10

        ` : ''}
        
        ${selectedEntry.interpolation_score !== null && selectedEntry.interpolation_score !== undefined ? html`
          Interpolate
${'█'.repeat(selectedEntry.interpolation_score * 2)}${'░'.repeat(20 - selectedEntry.interpolation_score * 2)}
${selectedEntry.interpolation_score}/10

        ` : ''}
        
        ${selectedEntry.amplification_score !== null && selectedEntry.amplification_score !== undefined ? html`
          Amplify
${'█'.repeat(selectedEntry.amplification_score * 2)}${'░'.repeat(20 - selectedEntry.amplification_score * 2)}
${selectedEntry.amplification_score}/10

        ` : ''}
        
        ${selectedEntry.practice_vs_theory !== null && selectedEntry.practice_vs_theory !== undefined ? html`
          Practice
${'█'.repeat(selectedEntry.practice_vs_theory * 2)}${'░'.repeat(20 - selectedEntry.practice_vs_theory * 2)}
${selectedEntry.practice_vs_theory}/10

        ` : ''}
        
      
▸ FRAMEWORK

        ${selectedEntry.framework_coverage.friction ? '[✓]' : '[·]'} Friction

        ${selectedEntry.framework_coverage.interpolation ? '[✓]' : '[·]'} Interpolation

        ${selectedEntry.framework_coverage.amplification ? '[✓]' : '[·]'} Amplification
      
▸ CONTEXT
Stance: ${selectedEntry.stance_to_research}
Automation: ${selectedEntry.automation_context}

        ${selectedEntry.diagram_type ? html`Diagram: ${selectedEntry.diagram_type}
` : ''}
      

      
      ${selectedEntry.relationship_to_others && selectedEntry.relationship_to_others.length > 0 ? html`
        ▸ RELATIONSHIPS

          ${selectedEntry.relationship_to_others.map(rel => {
            const relatedEntry = data.find(e => e.id === rel.id);
            const color = rel.relationship === 'opposes' ? '#f00' : 
                         rel.relationship === 'parallels' ? '#0f0' : '#0ff';
            return html`
              
                → ${rel.relationship}: ${relatedEntry ? relatedEntry.author : rel.id}
              

            `;
          })}
        

      ` : ''}
    

  ${selectedEntry.automation_stance ? html`
    ▸ AUTOMATION STANCE
${selectedEntry.automation_stance}

  ` : ''}
  
  ${selectedEntry.notes ? html`
    ▸ NOTES
${selectedEntry.notes}

  ` : ''}
  
  ${selectedEntry.superstar_reason ? html`
    ⭐ SUPERSTAR
${selectedEntry.superstar_reason}

  ` : ''}
  
  ${selectedEntry.current_practice ? html`
    CURRENT PRACTICE
${selectedEntry.current_practice}

  ` : ''}
  
  ${selectedEntry.gap ? html`
    GAP/PROBLEM
${selectedEntry.gap}

  ` : ''}
  
  ${selectedEntry.who_benefits ? html`
    WHO BENEFITS
${selectedEntry.who_benefits}

  ` : ''}
  
  ${selectedEntry.potential_collaborators ? html`
    POTENTIAL COLLABORATORS
${selectedEntry.potential_collaborators}

` : ''} ${selectedEntry.book_ref ? html`

${selectedEntry.book_ref}

` : ''} `37:T85b,------------------ ## Scoring Framework: Practice vs Theory This score reflects how much a source is about *doing/making* versus *concepts/philosophy*. | Score | Category | Description | Examples | |-------|----------|-------------|----------| | **10** | Pure Practice | Actual making, demonstrating process, hands-on methods. About doing, not explaining. | Morning pages practice, Tai chi forms, Albers colour studies, Dear Data postcards | | **9** | Practice-Led | Practitioners showing their work process. Heavy emphasis on making with some reflection. | Molnár's iterative practice, Posavec/Lupi making process, Anderson's multimedia work | | **8** | Applied Practice | Practitioner philosophy from making experience. Theory grounded in years of doing. | Rubin on creative process, Ikeda's data art, Madsen's design critique | | **7** | Practice-Adjacent Theory | Handbooks, references, methods practitioners actively use in their work. | Visual Grammar, Systems thinking diagrams, Design systems | | **6** | Applied Theory | Concepts and frameworks meant for application but not about making itself. | Leborg's visual vocabulary, Tufte's principles, Lima's visualization survey | | **5** | Balanced | Equal parts conceptual framework and practical application. | Norman on affordances, Data Feminism theory with practice examples | | **4** | Theory-Heavy | Primarily conceptual with some practical examples. About ideas more than doing. | Arnheim's perception theory, Maeda's computational thinking | | **3** | Theory-Focused | Conceptual frameworks, manifestos, philosophy with minimal practical guidance. | Marenko on uncertainty, some design manifestos | | **2** | Pure Theory | Abstract concepts, philosophy, critique with no practical application. | Academic theory papers, pure philosophy | | **1** | Anti-Practice | Theory that actively discourages manual practice or doing. | (Rare - most sources don't explicitly oppose making) | ### tltr **"If I wanted to learn this, would I need to make things or read things?"** - High scores: You must make things - Low scores: You must understand concepts ----------------------38:T29d1,html`

LITERATURE LANDSCAPETOTAL SOURCES
${data.length}
SUPPORTING
${data.filter(d => ['supporting', 'foundational'].includes(d.stance_to_research)).length}
OPPOSING
${data.filter(d => d.stance_to_research === 'opposing').length}
FULL FRAMEWORK
${data.filter(d => d.framework_coverage.friction && d.framework_coverage.interpolation && d.framework_coverage.amplification).length}
▸ PRACTICE TYPE DISTRIBUTION
      ${Array.from(d3.rollup(data, v => v.length, d => d.practice_type))
        .sort((a, b) => b[1] - a[1])
        .map(([type, count]) => {
          const maxCount = d3.max(Array.from(d3.rollup(data, v => v.length, d => d.practice_type).values()));
          const barLength = Math.round((count / maxCount) * 40);
          return html`
            ${type.split('/')[0]}
${'█'.repeat(barLength)}${'░'.repeat(40 - barLength)}
${count}

          `;
        })}
    
▸ STANCE BREAKDOWN
        ${(() => {
          const stances = d3.rollup(data, v => v.length, d => d.stance_to_research);
          const total = data.length;
          const stanceColors = {
            'foundational': '#0ff',
            'supporting': '#0f0',
            'opposing': '#f00',
            'neutral': '#888'
          };
          return Array.from(stances)
            .sort((a, b) => b[1] - a[1])
            .map(([stance, count]) => {
              const pct = Math.round((count / total) * 100);
              const barLength = Math.round(pct / 2.5);
              const color = stanceColors[stance] || '#888';
              return html`
                ${stance} (${pct}%)
${'█'.repeat(barLength)}${'░'.repeat(40 - barLength)}
${count} sources

              `;
            });
        })()}
      
▸ FRAMEWORK COVERAGE
        ${(() => {
          const friction = data.filter(d => d.framework_coverage.friction).length;
          const interpolation = data.filter(d => d.framework_coverage.interpolation).length;
          const amplification = data.filter(d => d.framework_coverage.amplification).length;
          const all = data.filter(d => d.framework_coverage.friction && d.framework_coverage.interpolation && d.framework_coverage.amplification).length;
          const total = data.length;
          
          return html`
            Friction (${Math.round(friction/total*100)}%)
${'█'.repeat(Math.round(friction/total*40))}${'░'.repeat(40 - Math.round(friction/total*40))}
${friction} sources
Interpolation (${Math.round(interpolation/total*100)}%)
${'█'.repeat(Math.round(interpolation/total*40))}${'░'.repeat(40 - Math.round(interpolation/total*40))}
${interpolation} sources
Amplification (${Math.round(amplification/total*100)}%)
${'█'.repeat(Math.round(amplification/total*40))}${'░'.repeat(40 - Math.round(amplification/total*40))}
${amplification} sources
All Three (${Math.round(all/total*100)}%)
${'█'.repeat(Math.round(all/total*40))}${'░'.repeat(40 - Math.round(all/total*40))}
${all} sources

          `;
        })()}
      
▸ RELEVANCE DISTRIBUTION
    ${(() => {
      const relevanceData = data.filter(d => d.relevance_to_research !== null);
      
      // Manually create bins
      const bins = [
        { label: '0-2', count: relevanceData.filter(d => d.relevance_to_research <= 2).length },
        { label: '3-4', count: relevanceData.filter(d => d.relevance_to_research >= 3 && d.relevance_to_research <= 4).length },
        { label: '5-6', count: relevanceData.filter(d => d.relevance_to_research >= 5 && d.relevance_to_research <= 6).length },
        { label: '7-8', count: relevanceData.filter(d => d.relevance_to_research >= 7 && d.relevance_to_research <= 8).length },
        { label: '9-10', count: relevanceData.filter(d => d.relevance_to_research >= 9 && d.relevance_to_research <= 10).length }
      ];
      
      const maxCount = d3.max(bins, b => b.count);
      
      return bins.map(bin => {
        const height = bin.count > 0 ? Math.max((bin.count / maxCount) * 100, 10) : 5;
        return html`
          
            ${bin.count > 0 ? html`
              
                ${bin.count}
              

            ` : ''}
            

              ${bin.label}
            

        `;
      });
    })()}
  
▸ HISTORICAL TIMELINE
      ${d3.bin()
        .domain([1960, 2030])
        .thresholds(7)
        (data.map(d => d.era))
        .map((bin) => {
          const maxCount = d3.max(d3.bin().domain([1960, 2030]).thresholds(7)(data.map(d => d.era)), b => b.length);
          const height = bin.length > 0 ? Math.max((bin.length / maxCount) * 100, 10) : 0;
          return html`
            
              ${bin.length > 0 ? html`
                
                  ${bin.length}
                

              ` : ''}
              

                ${Math.floor(bin.x0)}s
              

          `;
        })}
    

  ${(() => {
    const superstars = data.filter(d => d.superstar_example);
    if (superstars.length > 0) {
      return html`
        ⭐ SUPERSTAR SOURCES (${superstars.length})
            ${superstars.map(d => html`
              ${d.author}
${d.era} • ${d.domain}

            `)}
          

      `;
    }
    return '';
  })()}
  

`39:T653a,dataToAdd = [ { "id": "hall_2009", "author": "Peter A. Hall", "entity_type": "paper", "practice_type": "Automation/Efficiency", "book_ref": "Hall, P. A. (2009) 'True Cost: Button-Pushing and the Re-Writing of Industrial Design in America'. Available at: https://peterahall.com/peterahall/mapping/Hall/Hall_2009_True_Cost.pdf", "era": 2009, "contribution": "Traces how twentieth-century design systematically removed friction to separate people from the physical consequences of their actions. Button-pushing replaced bodily engagement. Industrial design rewrote the relationship between action and outcome.", "friction_approach": "Documents friction's deliberate elimination. The mission to remove friction wasn't accidental—it was designed. Buttons, switches, interfaces all aimed to minimise physical resistance. Consequence: disconnection from what actions actually do.", "interpolation_approach": "Frictionless interfaces hide transformation. Press button, outcome arrives. What happened between? Hidden. The gap between action and consequence—that's where understanding would form. Design eliminated it.", "amplification_method": "Friction amplifies consequence-awareness. When actions require physical engagement, you feel what you're doing. Remove friction, remove feeling. Remove feeling, remove understanding.", "quote": "Ultimately, the mission to remove friction was played out in the twentieth century as a means of separating people from the physical consequences of their actions.", "img": null, "relevance_to_research": 10, "friction_score": 10, "interpolation_score": 9, "amplification_score": 8, "practice_vs_theory": 4, "domain": "industrial design / design history", "diagram_type": "historical analysis", "notes": "KEY SOURCE via Laura Knight. The quote exactly articulates what automation does with interpolation. Historical perspective grounds your argument—this isn't new, it's a century-long pattern. Design has been removing friction deliberately. Your research asks what we lost.", "stance_to_research": "foundational", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "automation-critical", "automation_stance": "Critical historical analysis. Shows friction-removal as deliberate design strategy with consequences for human agency and understanding. Not anti-technology but anti-disconnection.", "relationship_to_others": [ {"id": "maurer_wouters_2024", "relationship": "parallels"}, {"id": "norman_1988", "relationship": "opposes"}, {"id": "golden_krishna_2015", "relationship": "opposes"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": null, "already_in_space": null, "potential_collaborators": "Peter Hall—tutor connection through Laura Knight. Could be valuable for historical framing.", "who_benefits": null, "superstar_example": true, "superstar_reason": "Quote perfectly articulates the research argument. Historical grounding for contemporary automation critique.", "presentation_priority": 4, "teaching_clarity": 5, "methodological_tool": false, "quote_strength": 5, "has_visuals": false, "opposition_strength": null, "audience_recognition": 2 }, { "id": "moradi_glitch_2009", "author": "Iman Moradi", "entity_type": "person", "practice_type": "Diagrammatic/Visual", "book_ref": "Moradi, I. (2009) Glitch: Designing Imperfection. New York: Mark Batty Publisher.", "era": 2009, "contribution": "Glitch art as methodology for revealing hidden digital system layers. Not about errors but about interrupting automation to expose structure. Smoothness hides how systems work - glitches make visible what's normally hidden. Breaking smooth flow reveals transformation processes. Applies interruption principle to understanding, not just aesthetics.", "friction_approach": "Glitch creates friction by breaking smooth automation. Interruption forces engagement with system's actual operations. Error reveals structure normal flow hides. Manual glitching requires understanding system deeply enough to break it productively.", "interpolation_approach": "Glitch exposes transformation layers automation hides. Between input and output, systems interpolate - glitch makes that visible. The break in smoothness reveals the between-space. Error shows you what the system does during transformation.", "amplification_method": "Working with glitches amplifies understanding of digital systems. Breaking automation reveals how transformation actually works. Friction of error builds capability smooth operation doesn't. Seeing system's inner workings through interruption.", "quote": "Glitch art is not about errors - it is about revealing the hidden layers of digital systems by interrupting automation. Smoothness hides structure.", "img": null, "relevance_to_research": 9, "friction_score": 9, "interpolation_score": 9, "amplification_score": 8, "practice_vs_theory": 8, "domain": "glitch art / digital media / system visibility", "diagram_type": "interrupted digital processes", "notes": "Interruption as methodology. Glitch reveals what smooth automation hides. Breaking flow exposes transformation layers. Applies to your argument: automated d3.interpolate is smooth, working with it directly interrupts to reveal transformation structure.", "stance_to_research": "supporting", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "automation-critical", "automation_stance": "Interrupts automation to reveal hidden structure. Smoothness conceals system operations - glitch makes them visible. Breaking automated flow as epistemological tool. Understanding comes from seeing what systems hide.", "relationship_to_others": [ {"id": "maurer_wouters_2024", "relationship": "parallels"}, {"id": "drucker_2014", "relationship": "parallels"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": "Glitch exposes interpolation layers smooth automation hides. Breaking flow reveals transformation processes.", "already_in_space": null, "potential_collaborators": null, "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 3, "teaching_clarity": 4, "methodological_tool": false, "quote_strength": 5, "has_visuals": true, "opposition_strength": null, "audience_recognition": 3 }, { "id": "sour_process_design_2025", "author": "SOUR Studio / Pinar Guvenc", "entity_type": "paper", "practice_type": "Diagrammatic/Visual", "book_ref": "Guvenc, P. et al. (2025) 'Process Design', SOUR Journal, V8. Available at: https://cdn.prod.website-files.com/604f1209aca4e58eb9739846/690459c2688373aa6830f196_SOUR_JOURNAL%20V8.pdf (Accessed: 19 November 2024).", "era": 2024, "contribution": "Contemporary design journal arguing process quality distinguishes work when AI generates artifacts instantly. 'When the artifact arrives finished, we skip the messy, essential work of wrestling with constraints, exploring alternatives, and discovering what we actually need through the act of creation itself.' AI's seeming completeness discourages deeper inquiry, contextual adaptation, critical reflection. What matters isn't output but 'quality of process that shaped it.'", "friction_approach": "Essential 'messy work' of wrestling with constraints. Exploring alternatives through friction reveals understanding. Process quality comes from engaging with difficulty, not bypassing it. AI's instant completeness removes the friction where meaningful work forms.", "interpolation_approach": "Discovery happens 'through the act of creation itself' - understanding emerges during making, not before. When artifacts arrive finished, we skip the space where discovery happens. The between-space (wrestling, exploring, adapting) is where meaning forms.", "amplification_method": "Deep inquiry, contextual adaptation, critical reflection amplify through process engagement. Wrestling with constraints builds understanding instant outputs don't. The 'messy work' is where capability develops. Process quality amplifies beyond artifact surface.", "quote": "When the artifact arrives finished, we skip the messy, essential work of wrestling with constraints, exploring alternatives, and discovering what we actually need through the act of creation itself... What distinguishes good work from mediocre isn't the artifact's surface qualities but the quality of process that shaped it.", "img": null, "relevance_to_research": 10, "friction_score": 10, "interpolation_score": 10, "amplification_score": 10, "practice_vs_theory": 8, "domain": "design practice / AI critique / process thinking", "diagram_type": "design methodology", "notes": "CONTEMPORARY CRITICAL VOICE. Shared by tutor. Articulates your exact argument in current design discourse. Perfect quote for AI automation critique. Shows your research addresses live professional concern. Recent (2024) - demonstrates timeliness and relevance.", "stance_to_research": "foundational", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "current-automation", "automation_stance": "Critical of AI instant artifact generation. Argues seeming completeness discourages essential process work. What matters is process quality, not output surface. AI removes the messy work where understanding forms. Strong contemporary critique of automation removing friction.", "relationship_to_others": [ {"id": "maurer_wouters_2024", "relationship": "parallels"}, {"id": "drucker_2014", "relationship": "parallels"}, {"id": "polanyi_1966", "relationship": "parallels"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": "Discovery happens through creation itself - the act of making reveals what's needed. Skip the making, skip the discovery.", "already_in_space": null, "potential_collaborators": "SOUR Studio - contemporary practitioners thinking about same issues. Potential dialogue/collaboration.", "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 2, "teaching_clarity": 5, "methodological_tool": false, "quote_strength": 5, "has_visuals": false, "opposition_strength": null, "audience_recognition": 3 }, { "id": "parola_optical_art", "author": "René Parola", "entity_type": "person", "practice_type": "Diagrammatic/Visual", "book_ref": "Parola, R. (1969) Optical Art: Theory and Practice. New York: Dover Publications.", "era": 1969, "contribution": "Practical methodology for creating op art. Shows HOW to make optical effects - not just what they are. Technical process of constructing perceptual illusions through precise pattern work. Understanding optical phenomena emerges from making them, not just viewing them. The friction of achieving perceptual precision builds understanding of visual perception itself.", "friction_approach": "Creating optical effects requires extreme precision. Small errors visible immediately. Repetitive pattern work demands sustained attention. No shortcuts - must construct systematically. The friction of getting patterns exactly right builds perceptual sensitivity. Manual construction reveals what casual viewing misses.", "interpolation_approach": "Making optical illusions reveals gaps between what's on paper and what's perceived. Understanding emerges from constructing the transformation from static marks to perceptual movement. The between-space (pattern to perception) becomes tangible through making.", "amplification_method": "Making optical effects amplifies understanding of perception itself. Can't just read about simultaneous contrast - must construct it. The friction of precise pattern-making develops visual sensitivity. Understanding how illusions work comes from making them fail and succeed repeatedly.", "quote": null, "img": null, "relevance_to_research": 8, "friction_score": 9, "interpolation_score": 8, "amplification_score": 9, "practice_vs_theory": 9, "domain": "op art / optical illusions / perceptual art", "diagram_type": "optical patterns / systematic visual construction", "notes": "Process/methodology complement to Riley and Lancaster. Shows HOW to make op art, not just what it is. Technical construction develops perceptual understanding. Precision required = productive friction. Making illusions teaches perception.", "stance_to_research": "supporting", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "pre-automation", "automation_stance": "Manual construction of optical patterns essential. Automated generation would skip the perceptual learning. Precision and repetition through doing builds understanding digital tools hide.", "relationship_to_others": [ {"id": "riley_moorhouse_1999", "relationship": "parallels"}, {"id": "lancaster_1973", "relationship": "extends"}, {"id": "albers_1963", "relationship": "parallels"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": "Creating optical effects makes interpolation between static pattern and perceived movement tangible. Understanding forms during construction.", "already_in_space": null, "potential_collaborators": null, "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 3, "teaching_clarity": 4, "methodological_tool": false, "quote_strength": 1, "has_visuals": true, "opposition_strength": null, "audience_recognition": 2 }, { "id": "maeda_creative_code_2004", "author": "John Maeda & Red Burns", "entity_type": "person", "practice_type": "Computational/Systems", "book_ref": "Maeda, J. and Burns, R. (2004) Creative Code: Aesthetics + Computation. London: Thames & Hudson.", "era": 2004, "contribution": "Computational art examples showing interpolation and transformation made visible. Red square releases into time, blue square 'appears in the interim' - the between-space visualized. Simple code creating perceptible transformation. 'Giving form to inaudible sound.' Explores real vs computational living - artificial leaf (fake living) vs real leaf (living). Shows how computation can make invisible processes visible through time-based work.", "friction_approach": "Simple code creates complex temporal effects. Minimal code but sustained engagement with transformation parameters. Working with time-based computation requires feeling change unfold. Can't skip to end result - must watch interpolation happen.", "interpolation_approach": "Explicitly about 'the interim' - the between-space where transformation happens. Blue square appears between mouse click and completion. Making invisible temporal gaps visible through computation. Interpolation as content, not just technique. Time elapsed reveals transformation.", "amplification_method": "Coding simple transformations amplifies understanding of temporal relationships. Making time-based work reveals what static images hide. Working with interpolation parameters develops sensitivity to change over time.", "quote": "A blue square appears in the interim... The simplicity of this work signals a hope that digital media will someday approach with poetry and suspense the significance of an epic art movement.", "img": null, "relevance_to_research": 8, "friction_score": 6, "interpolation_score": 10, "amplification_score": 7, "practice_vs_theory": 6, "domain": "computational art / creative coding", "diagram_type": "time-based computational transformations", "notes": "VISUAL EXAMPLES. Use for illustrating interpolation concepts - 'in the interim' language perfect. Red/blue square transformation shows between-space. Real/fake leaf comparison useful for automation critique. More showcase than methodology but valuable for references and images.", "stance_to_research": "supporting", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "early-automation", "automation_stance": "Distinguishes real living (organic transformation) from artificial/fake living (computational simulation). Code can make processes visible but can't replace genuine enactment. Time-based work shows transformation but viewer still removed from making.", "relationship_to_others": [ {"id": "maeda_1999", "relationship": "same-author"}, {"id": "reas_fry_2010", "relationship": "parallels"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": "Visualizes 'the interim' - blue square appearing between states makes interpolation explicit and perceptible.", "already_in_space": null, "potential_collaborators": null, "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 4, "teaching_clarity": 4, "methodological_tool": false, "quote_strength": 4, "has_visuals": true, "opposition_strength": null, "audience_recognition": 4 }, { "id": "stevens_calligraphy_2013", "author": "John Stevens", "entity_type": "person", "practice_type": "Embodied/Manual Practice", "book_ref": "Stevens, J. (2013) Sacred Calligraphy of the East. Boulder, CO: Shambhala Publications.", "era": 2013, "contribution": "Documents Eastern calligraphy as embodied practice. The stroke IS interpolation - continuous transformation from blank to mark enacted through breath and body. Understanding forms during execution, not in analysis of finished work. Years of practice build capability to feel rightness before conscious thought. Not about what characters mean but about how strokes are made.", "friction_approach": "Irreversible marks. No undo. Each stroke requires full presence - breath, posture, pressure, speed all matter. Years of repetitive practice build muscle memory and perceptual sensitivity. Friction of learning to feel rightness through body. Can't rush mastery. Physical resistance of brush, ink, paper shapes understanding.", "interpolation_approach": "The stroke itself is interpolation made visible. Continuous transformation from intention through movement to mark on paper. Blank → mark happens in single gesture. Understanding exists in the doing, between mind and hand. Can't separate thought from execution. The between-space is embodied.", "amplification_method": "Sustained practice amplifies bodily knowing. Thousands of strokes develop capability that can't be taught verbally. Hand learns before mind understands. Breath synchronizes with movement. Friction of repetition builds sensitivity - can feel when stroke is right before seeing result. Enactment amplifies beyond articulation.", "quote": null, "img": null, "relevance_to_research": 9, "friction_score": 10, "interpolation_score": 10, "amplification_score": 9, "practice_vs_theory": 10, "domain": "calligraphy / embodied practice / mark-making", "diagram_type": "brushstroke / gestural mark", "notes": "Strong embodied practice example. The stroke IS interpolation - transformation from blank to mark enacted through body. Not about meaning (avoids semiotics) but about doing. Connects to Reed (movement), typewriter (irreversible marks), plotting (watching marks emerge). Years of practice = friction building capability.", "stance_to_research": "supporting", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "non-automatable", "automation_stance": "Cannot automate embodied stroke. Digital calligraphy removes breath, pressure, irreversibility. The friction of physical practice is where understanding forms. Smooth digital tools eliminate what makes practice generative.", "relationship_to_others": [ {"id": "reed_2021", "relationship": "parallels"}, {"id": "sackner_typewriting", "relationship": "parallels"}, {"id": "tullett_typewriter_anthology_2014", "relationship": "parallels"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": "Calligraphy stroke is interpolation enacted - from intention to mark through continuous bodily transformation. Understanding forms during the stroke itself.", "already_in_space": null, "potential_collaborators": null, "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 3, "teaching_clarity": 4, "methodological_tool": false, "quote_strength": 1, "has_visuals": true, "opposition_strength": null, "audience_recognition": 2 }, { "id": "freeman_2021", "author": "Daniel David Freeman", "entity_type": "person", "practice_type": "Diagrammatic/Visual", "book_ref": "Freeman, D.D. (2021) Research For People Who (Think They) Would Rather Create. Worthing: Letterbox Library.", "era": 2021, "contribution": "Methodological framework validating practice-led research. Argues making IS research, not documentation of research. Knowledge forms during making, not in retrospective analysis. Positions creative practice as legitimate epistemic activity. Counters academic bias toward written explanation over enacted understanding. Making builds knowledge that can't yet be told.", "friction_approach": "Making itself is friction - material engagement, iteration, selection. Research happens IN the doing, not in stepping back to analyse. The friction of practice generates knowledge through enactment.", "interpolation_approach": "Understanding emerges during making process. The space between versions, between idea and outcome, is where knowledge forms. Making reveals what can't be pre-planned or explained.", "amplification_method": "Sustained making amplifies tacit understanding into knowledge. Iteration builds capability. Practice-led methodology develops knowing that explanation alone can't.", "quote": null, "img": null, "relevance_to_research": 9, "friction_score": 8, "interpolation_score": 7, "amplification_score": 8, "practice_vs_theory": 8, "domain": "research methodology / practice-led research", "diagram_type": "methodological framework", "notes": "METHODOLOGICAL. Validates your practice-led approach as legitimate research. Making is research, not documentation. Use for justifying methodology in Section 5. Counters academic pressure to explain everything verbally.", "stance_to_research": "supporting", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "not-applicable", "automation_stance": null, "relationship_to_others": [ {"id": "polanyi_1966", "relationship": "parallels"}, {"id": "papert_1980", "relationship": "parallels"} ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": null, "already_in_space": null, "potential_collaborators": null, "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 2, "teaching_clarity": 3, "methodological_tool": true, "quote_strength": 1, "has_visuals": false, "opposition_strength": null, "audience_recognition": 2 }, { "id": "rosen_play", "author": "Michael Rosen", "entity_type": "person", "practice_type": "Educational/Theory", "book_ref": "Rosen, M. (various works on play and education)", "era": 2010, "contribution": "Play as essential learning. Not add-on. Not reward. Core curriculum. Children learn through playing. Making. Exploring. Experimenting. Not sitting. Not listening. Doing.", "friction_approach": "Play has friction. Problems to solve. Rules to negotiate. Conflicts to resolve. That's where learning happens. Smooth play isn't rich play. Struggle is the point.", "interpolation_approach": "Play shows gaps. Between trying and succeeding. Between idea and reality. Between players. Working through these gaps is learning. Not avoiding them.", "amplification_method": "Play amplifies capability. Problem-solving. Social skills. Creativity. Physical coordination. Can't get this from worksheets. Must play to learn.", "quote": null, "img": null, "relevance_to_research": 8, "friction_score": 8, "interpolation_score": 7, "amplification_score": 9, "practice_vs_theory": 8, "domain": "education / children's development", "diagram_type": null, "notes": "Educational perspective on learning through doing. Play as serious work. Aligns with Papert, Resnick. Opposes worksheet culture. Friction of play builds capability.", "stance_to_research": "supporting", "framework_coverage": { "friction": true, "interpolation": true, "amplification": true }, "automation_context": "pre-automation", "automation_stance": "Play can't be automated. Must do it yourself. Friction of playing with others. Negotiating. Problem-solving. This builds capability automated activities can't.", "relationship_to_others": [ { "id": "papert_1980", "relationship": "parallels" }, { "id": "resnick_2017", "relationship": "parallels" } ], "current_practice": null, "gap": null, "gap_metrics": null, "amplified_interpolation": null, "already_in_space": null, "potential_collaborators": null, "who_benefits": null, "superstar_example": false, "superstar_reason": null, "presentation_priority": 2, "teaching_clarity": 4, "methodological_tool": false, "quote_strength": 1, "has_visuals": false, "opposition_strength": null, "audience_recognition": 3 } ]3a:T647a,positiveData4 = [ { id: "tullett_typewriter_anthology_2014", author: "Barrie Tullett (ed.)", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Tullett, B. (ed.) (2014) Typewriter Art: A Modern Anthology. Laurence King Publishing.", era: 2014, contribution: "Modern anthology of typewriter art with detailed process descriptions. Documents physical mechanics - key weight, pressure, spacing decisions, mechanical resistance. Shows how constraints of typewriter create both friction and possibility. Pre-digital practitioners and contemporary artists working with mechanical limitations. Process-focused documentation of how physical resistance shapes making.", friction_approach: "Detailed attention to mechanical friction - key weight requiring pressure, physical resistance of mechanism. Each keystroke demands bodily effort. Spacing decisions manual. Errors permanent creating high-stakes attention. Process text emphasizes how mechanical constraints shape practice. Physical struggle essential to work.", interpolation_approach: "Each keystroke bridges gap from intention to mark through mechanical action. Physical transformation visible and feelable. Understanding mechanical interpolation - how pressure becomes impression. Spacing creates visual gaps that are deliberate compositional decisions.", amplification_method: "Detailed process descriptions amplify understanding of how mechanical constraints build capability. Physical engagement with key weight develops different sensibility than smooth keyboards. Sustained practice with typewriter mechanics builds embodied understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 9, amplification_score: 9, practice_vs_theory: 9, domain: "typewriter art / mechanical text / pre-digital practice", diagram_type: "typewriter compositions / mechanical mark-making", notes: "METHODOLOGICAL. Complements Sackner with specific process detail about key weight and mechanics. Useful for contextualizing own typewriter methodology. Contemporary anthology showing continued relevance. Process descriptions particularly valuable for understanding physical friction.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-digital", automation_stance: "Documents pre-digital practice emphasizing what smooth digital keyboards eliminate. Physical resistance, irreversibility, mechanical feedback all essential. Typewriter constraints as creative force.", relationship_to_others: [ {id: "sackner_typewriting", relationship: "companion"}, {id: "solt_concrete_poetry_1969", relationship: "parallels"}, {id: "goldsmith_2011", relationship: "parallels"} ], current_practice: "Own book. Using typewriter as research tool. Process descriptions inform methodology. Can reference specific mechanical friction details.", gap: null, gap_metrics: null, amplified_interpolation: "Typewriter mechanism makes interpolation tangible - pressure to impression, key strike to mark. Physical transformation feelable.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "riley_moorhouse_1999", author: "Bridget Riley", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Moorhouse, P. (1999) Bridget Riley. Tate Publishing. / Kudielka, R. and Shone, R. (2005) Bridget Riley: Dialogues on Art. Zwemmer.", era: 1999, contribution: "Monograph and dialogues on THE canonical op art figure. Riley's systematic exploration of pattern, repetition, contrast creates intense perceptual effects. Work forces viewer interpolation - brain struggles to process optical phenomena, creating movement and vibration where none exists physically. Extremely uncomfortable viewing requires sustained attention. Decades of rigorous practice developing increasingly complex perceptual systems. Dialogues provide Riley's own articulation of her practice and process.", friction_approach: "Riley's work creates maximum perceptual friction. Physically uncomfortable, sometimes painful to view. Eyes struggle with patterns. Can't look casually - forces sustained engaged attention despite discomfort. The friction is deliberate and essential. Smooth, easy viewing would eliminate the effect entirely. Years of systematic experimentation building increasingly difficult perceptual challenges. Riley's own voice in Dialogues articulates why this friction matters.", interpolation_approach: "Op art IS forced interpolation. Viewer's brain fills in movement that isn't there. Optical effects emerge from gaps between elements. Understanding happens in perceptual struggle - the space between what's on canvas and what you see. Must actively interpolate pattern into experience. The transformation is the content.", amplification_method: "Sustained engagement with optical effects amplifies perceptual awareness. Learning to see how patterns create illusion develops visual sensitivity. Uncomfortable viewing friction builds capability to understand visual relationships. Riley's systematic practice amplified her own understanding over decades - each series exploring new perceptual territory.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "op art / perceptual art", diagram_type: "optical patterns / systematic visual exploration", notes: "FOUNDATIONAL. THE op art figure - most recognized, canonical example. Extreme perceptual friction. Own both books - Moorhouse for work documentation, Dialogues for artist's voice. Visual examples for presentations. Audiences recognize her work immediately. Perfect demonstration that interpolation requires uncomfortable friction. Decades of systematic practice shows sustained engagement building capability.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Cannot automate perceptual engagement. Viewer must actively struggle with optical effects. Digital reproduction often fails - many works need physical viewing scale. Active interpretation irreplaceable. Smooth passive viewing eliminates the work.", relationship_to_others: [ {id: "lancaster_1973", relationship: "exemplifies"}, {id: "popper_kinetic", relationship: "parallels"}, {id: "albers_1963", relationship: "parallels"} ], current_practice: "Own both books. Can use Riley's recognizable images in presentations - audiences immediately grasp uncomfortable friction. Dialogues provide artist's articulation of practice. Perfect for demonstrating framework visually. Canonical figure adds authority.", gap: null, gap_metrics: null, amplified_interpolation: "Riley's work forces viewer to interpolate - brain creates movement in gaps between static elements. Perceptual struggle makes interpolation undeniable.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lehni_tracing_line_2024", author: "Jürg Lehni et al. (ed.)", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Lehni, J. et al. (2024) Tracing the Line: The Art of Drawing Machines and Pen Plotters. Vetro Editions.", era: 2024, contribution: "Contemporary plotter art anthology with foundational Lehni essay. 'Friction between perfect abstract information and its flawed execution as it becomes manifested in space.' Bézier curves as 'mathematical functions of time' - interpolation made explicit. Resists screen smoothness through physical plotting. 'Unease with limitations of screen' and 'standardised software wielding influence.' Scriptographer as tool for creating tools - meta-level engagement. Features Molnár and 100 contemporary artists.", friction_approach: "Plotting creates essential friction - 'constant struggle with mechanical reality, with gravity, inertia, and friction.' Physical mark-making resists digital smoothness. Time-based - must wait for plot to complete. Irreversible - pen on paper. 'Flawed execution' is productive, not obstacle. Building bespoke tools maintains engagement standardised software removes.", interpolation_approach: "Bézier curves ARE interpolation - 'mathematical functions of time... trajectory of a point that turns into a line.' Klee: 'A line is a dot that went for a walk.' Watching plot emerge reveals transformation from code to mark. Gap between 'perfect abstract information and flawed execution' is where understanding lives. Time-based revelation of interpolation.", amplification_method: "Physical plotting amplifies understanding code alone doesn't. Watching marks emerge develops awareness of computational-physical translation. Building own tools amplifies capability beyond standardised software. 'Personal media with unique character' through sustained friction. Mechanical resistance builds sensitivity.", quote: "I was after a more poetic expression: a device that could hold a tool the way a person would, carefully moving it over the surface as it follows mathematical instructions, but in a constant struggle with the mechanical reality of the task, with gravity, inertia, and friction - a friction also between the perfect abstract information and its flawed execution as it becomes manifested in space.", img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "plotter art / computational drawing / generative art", diagram_type: "plotter drawings / computational mark-making", notes: "FOUNDATIONAL AND METHODOLOGICAL. Lehni essay articulates research framework perfectly. You're using plotters yourself - contextualizes methodological choice. Contemporary practitioners explicitly choosing friction over screen smoothness. Includes Molnár (already foundational). 100 artists showing pattern. Visual examples for presentations.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Explicitly resists screen smoothness and standardised software control. Chooses mechanical friction over digital efficiency. Physical plotting as resistance to computational abstraction. 'Unease with limitations of screen' drives practice.", relationship_to_others: [ {id: "molnar_1960s", relationship: "includes"}, {id: "reas_fry_2010", relationship: "extends"}, {id: "papert_1980", relationship: "parallels"} ], current_practice: "Own book. Using plotters yourself as research methodology. Lehni's thinking contextualizes your practice choice. Can reference for why plotting matters vs screen display. Contemporary examples showing friction preference.", gap: null, gap_metrics: null, amplified_interpolation: "Plotter reveals interpolation temporally - watching Bézier curves become marks. 'Line is dot that went for a walk' - transformation visible over time. Gap between code and mark made tangible.", already_in_space: null, potential_collaborators: "Jürg Lehni - thinking directly aligned with research. Potential person to discuss with.", who_benefits: null }, { id: "oram_individual_note_1972", author: "Daphne Oram", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Oram, D. (1972/2016) An Individual Note of Music, Sound and Electronics. Anomie Publishing.", era: 1972, contribution: "Pioneering electronic music composer's manifesto. Invented Oramics - drawing sound on film strips converted to synthesis. 'Playful yet compelling manifesto for dawn of electronic music.' Explores relationships between music, sound, electronics, consciousness. Not technical manual but philosophical exploration of sonic possibilities. DIY oasthouse studio practice. Visual-sonic integration through hand-drawn waveforms.", friction_approach: "Built Oramics 'mostly on shoestring budget' - extreme friction of inventing own instruments. Manual drawing of waveforms requires sustained engagement. Physical mark-making creates sound - tangible connection between gesture and result. Resists smooth commercial synthesis. Individual practice over standardization.", interpolation_approach: "Oramics IS visual-sonic interpolation - drawing becomes sound, sound becomes visible. Gap between mark and tone made explicit. Discusses altered consciousness revealing sonic gaps - 'glimpse something beyond appearance.' Overtones, resonance, waveforms as physical interpolation phenomena. Understanding emerges from gaps between tuned circuits and distortion.", amplification_method: "Years of experimental practice building Oramics amplified sonic understanding. Manual synthesis develops capability commercial tools don't. Drawing sound amplifies awareness of wave relationships. Individual exploration builds unique sonic vocabulary. Sustained friction with materials and technology develops distinctive voice.", quote: "For a while you may glimpse something beyond appearance, something that will be outside your normal experience, something so exciting that it will never let you rest until you find it again.", img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "electronic music / sound synthesis / experimental composition", diagram_type: "waveform diagrams / visual-sonic notation", notes: "FOUNDATIONAL. Pioneer's own writings about practice. Oramics = visual-sonic interpolation made literal. Wave diagrams embedded in prose - concrete poetry approach to technical writing. Connects consciousness, physics, making. DIY commitment. Individual practice resisting standardization. Her illustrations integrated with text.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-digital-electronic", automation_stance: "Built own synthesis tools rather than use commercial. Manual drawing vs automated synthesis. Individual voice through friction with materials. Resists smooth standardization of electronic music.", relationship_to_others: [ {id: "jenny_cymatics", relationship: "parallels"}, {id: "lauterwasser_water_sound", relationship: "parallels"}, {id: "oliveros_2022", relationship: "parallels"}, {id: "cage_silence_1961", relationship: "parallels"}, {id: "concrete_poetry", relationship: "parallels"} ], current_practice: "Own book. Wave diagrams perfect for presentations. Shows visual-sonic interpolation literally. Can reference for interdisciplinary practice and DIY instrument building.", gap: null, gap_metrics: null, amplified_interpolation: "Oramics makes visual-sonic interpolation literal - hand-drawn marks become sound. The gap between drawing and hearing made tangible through manual synthesis.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "critchlow_order_space", author: "Keith Critchlow", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Critchlow, K. (1969) Order In Space: A Design Source Book. Thames & Hudson.", era: 1969, contribution: "Geometric education through hands-on experimentation. 'Hand, eye and mind can all work together.' Treats point as physically real that can be handled and manipulated. Understanding emerges from tracing point through space - point to line, line to plane, plane to solid. Model-making and physical engagement with geometric transformations. Empirical route to complex ideas through making.", friction_approach: "Physical manipulation required. Can't understand geometry abstractly - must handle, build models, trace paths. Friction of making three-dimensional models builds spatial understanding. 'Directed towards experiment or model-making' - manual work essential. Hand engagement with materials reveals geometric relationships.", interpolation_approach: "ENTIRE BOOK IS INTERPOLATION. Point traced through space creates line (1D). Line moved creates plane (2D). Plane moved creates solid (3D). Each dimension emerges from interpolation - transformation visible through manual tracing. Understanding lives in gaps between dimensions. Geometric transformation made tangible through physical engagement.", amplification_method: "Hands-on experimentation amplifies geometric understanding. Physical model-making develops spatial capability abstract study doesn't. Manual tracing and manipulation builds sensitivity to dimensional relationships. Experimental approach amplifies understanding through sustained engagement.", quote: "The more natural procedure... is to study the relationships between attracting 'singular-points.' Here we follow the experimental or empirical route where the hand, eye and mind can all work together... all illustrations are directed towards experiment or model-making.", img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "geometric education / spatial thinking", diagram_type: "geometric transformations / dimensional progression", notes: "FOUNDATIONAL. Entire premise is interpolation - dimensions emerging from tracing through gaps. Manual experimentation essential. Perfect example of learning through making. 'Hand, eye and mind working together' = embodied understanding. Geometric Papert. Diagrams pedagogical, showing transformation processes.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't automate spatial understanding. Must physically manipulate and build models. Digital geometry tools bypass the hand-eye-mind engagement where understanding develops. Manual making essential.", relationship_to_others: [ {id: "papert_1980", relationship: "parallels"}, {id: "albers_1963", relationship: "parallels"}, {id: "choma_morphing_2015", relationship: "parallels"} ], current_practice: "Own book. Diagrams show interpolation visually. Point-to-line-to-plane-to-solid = perfect demonstration of dimensional transformation. Could use for explaining interpolation through geometric progression.", gap: null, gap_metrics: null, amplified_interpolation: "Point traced through space IS interpolation. Each dimension emerges from gaps - line from point's path, plane from line's movement, solid from plane's trace. Transformation made tangible.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "solt_concrete_poetry_1969", author: "Mary Ellen Solt (compiler)", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Solt, M. E. (compiler) (1969) Concrete Poetry: A World View. Indiana University Press.", era: 1969, contribution: "Foundational anthology of concrete poetry movement. Poems where visual arrangement is as important as words - spacing, gaps, typography, layout create meaning. Text becomes spatial/visual diagram. The relationships between words - distances, positions, scales, spaces - are the poem. Form and content inseparable. Manual arrangement of type in space requires sustained engagement.", friction_approach: "High friction in composition. Each placement decision matters - spacing, line breaks, positioning. Manual arrangement of type in space requires sustained engagement with relationships. No templates - every poem is bespoke spatial problem. Difficulty of working with gaps and relationships builds understanding of how visual form creates meaning.", interpolation_approach: "Entirely about gaps and spacing. The space between words/letters is as important as words themselves. Meaning lives in visual connections, distances, arrangements. Interpolation made visible through typography. Understanding happens through seeing relationships, not just reading linearly. The gaps are active elements.", amplification_method: "Manual spatial composition amplifies understanding of how form creates meaning. Working with gaps between elements reveals what linear text hides. Friction of arranging type develops sensitivity to visual relationships. Making explicit the spaces between amplifies poetic and visual capability.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 9, domain: "concrete poetry / visual text / typography", diagram_type: "concrete poetry / spatial text arrangements", notes: "FOUNDATIONAL ANTHOLOGY. Perfect example where gaps and spatial relationships create meaning. Will use concrete poetry as METHOD in own research communication. Spacing IS interpolation made visible. Historical importance - 1969 anthology establishing movement. Can reference specific poems as demonstrations.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't be automated - spatial relationships are manually composed. Automated text layout would eliminate gaps and relationships that are the work. Manual arrangement essential. Template systems would destroy meaning.", relationship_to_others: [ {id: "concrete_poetry", relationship: "foundational-anthology"}, {id: "cage_silence_1961", relationship: "parallels"}, {id: "drucker_2022", relationship: "parallels"} ], current_practice: "Own book. Will use concrete poetry as METHODOLOGY in research communication. Spacing and gaps demonstrate interpolation visually. Can create concrete text pieces showing framework. Essential for practice.", gap: null, gap_metrics: null, amplified_interpolation: "Concrete poetry makes interpolation visible - gaps, spaces, relationships between textual elements create meaning. The between-spaces are active content.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "brett_kinetic_1968", author: "Guy Brett", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Brett, G. (1968) Kinetic Art. Studio Vista. First Edition.", era: 1968, contribution: "Early foundational text on kinetic art movement. Covers Soto, Cruz-Diez, Le Parc and other pioneers. Documents work requiring viewer movement, time-based engagement, physical participation. Shows how kinetic art forces interpolation - viewer must engage with temporal and spatial gaps. Movement and sustained attention essential for understanding. Contemporary account of practitioners making friction and transformation central to work.", friction_approach: "Kinetic work demands physical engagement. Viewer must move, wait, participate. Friction of bodily movement and sustained time required. Can't be passive spectator - active participation essential. Work resists instant comprehension, forcing sustained engagement.", interpolation_approach: "Kinetic art IS interpolation practice. Works exist in temporal gaps - movement over time. Spatial gaps - different viewing angles produce different experiences. Understanding emerges from engaging with transformations between states. The gaps are the content.", amplification_method: "Active viewing amplifies perceptual capability. Moving through kinetic works develops sensitivity to time-based and spatial relationships. Sustained engagement builds understanding passive viewing can't. Physical participation amplifies awareness.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 9, domain: "kinetic art / movement-based art", diagram_type: "kinetic installations / time-based work", notes: "FOUNDATIONAL. First edition 1968 - contemporary account of kinetic art movement. Companion to Popper but earlier/different perspective. Documents practices forcing viewer interpolation through movement and time. Multiple artists showing pattern across movement. Historical importance for establishing kinetic art principles.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Kinetic art cannot be automated or digitally reproduced. Physical presence, movement, time essential. Video documentation fails to capture embodied experience. Active participation irreplaceable.", relationship_to_others: [ {id: "popper_kinetic", relationship: "companion"}, {id: "cruz_diez_color_space_time", relationship: "documents"}, {id: "lancaster_1973", relationship: "parallels"} ], current_practice: "Own first edition. Historical significance. Multiple artists showing interpolation pattern. Could reference for establishing kinetic art as friction-based practice.", gap: null, gap_metrics: null, amplified_interpolation: "Kinetic works force viewer to interpolate across time and space. Movement creates gaps where understanding emerges. Cannot see everything at once - must engage with transformations.", already_in_space: null, potential_collaborators: null, who_benefits: null } ]3b:T10002,positiveData3 = [ { id: "cruz_diez_color_space_time", author: "Carlos Cruz-Diez", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Cruz-Diez, C. Color in Space and Time. [Publisher and date needed - check book]", era: null, // Need date from book contribution: "Kinetic color work exploring how color exists in space and time. Viewer must physically move to see color transformations - different angles, distances, positions produce different experiences. Color isn't static property but emerges from spatial and temporal relationships. Understanding requires sustained embodied engagement. Work can't be grasped instantly - demands movement through space over time.", friction_approach: "Physical movement creates essential friction. Must walk around work, change viewing angle, spend time. Can't passively view - active engagement required. Friction of sustained attention and bodily movement builds perceptual capability. Discomfort of shifting perception is where understanding develops.", interpolation_approach: "Color EXISTS in spatial and temporal gaps. Transformations happen between viewing positions, between moments. Understanding emerges from engaging with these gaps through movement. The space and time between states is where color lives. Interpolation made physically visible through kinetic work.", amplification_method: "Active viewing amplifies color perception. Moving through space and time develops sensitivity to relationships. Sustained engagement builds capability passive viewing doesn't. Physical friction of movement amplifies understanding of how color transforms. Embodied practice with spatial-temporal gaps.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "kinetic art / color / perceptual phenomena", diagram_type: "kinetic color installations", notes: "FOUNDATIONAL. Title literally embodies research framework - 'Color in Space and Time' = color exists in interpolation gaps. Perfect demonstration of friction (movement) revealing interpolation (spatial/temporal transformation) building amplification (perceptual capability). Can't be digitally reproduced - requires physical presence. Contemporary kinetic practice.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "non-automatable", automation_stance: "Cannot automate embodied viewing experience. Digital reproduction fails to capture spatial-temporal transformations. Physical presence and movement essential. Active engagement irreplaceable.", relationship_to_others: [ {id: "lancaster_1973", relationship: "parallels"}, {id: "popper_kinetic", relationship: "extends"}, {id: "albers_1963", relationship: "parallels"}, {id: "oliveros_2022", relationship: "parallels"} ], current_practice: "Own book. Perfect for visual demonstrations. Shows interpolation physically and undeniably. Title alone proves framework - space and time = interpolation gaps where color lives.", gap: null, gap_metrics: null, amplified_interpolation: "Color in Space and Time - literally interpolation. Color exists in gaps between viewing positions and moments. Understanding emerges from engaging with spatial-temporal transformations.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "gute_revisions_queries", author: "Charles Gute", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Gute, C. (introduction by Niko Klein) Revisions and Queries. [Publisher and date needed]", era: 2020, // Approximate - confirm from book contribution: "Collection of annotation layers from PDF markup - copy editor's marks as conceptual drawing. Makes usually invisible editorial transformation visible. Each annotation is judgment about gap between original and intended text. The interpolation layer - what happens between states - becomes its own practice and art form. Shows expertise living in the gaps.", friction_approach: "Editing IS sustained friction. Each mark requires judgment - query, revision, strike-through. Can't automate editorial decisions without eliminating expertise. 'Hand' visible even in digital marks, particularly strike-throughs. Manual engagement with text transformation builds capability automated corrections don't.", interpolation_approach: "Annotation layer IS interpolation made visible. The gap between original text and edited version captured as practice. Copy editing happens IN the space between states. Understanding what needs changing requires engaging with transformation process. The marks show judgment work that's usually invisible.", amplification_method: "Years of editorial practice amplify capability to see what needs changing. Manual engagement with annotation develops judgment. Owning the interpolation layer - 'Charles owns this annotation layer' - means expertise lives in transformation work. Sustained friction builds editorial sensitivity.", quote: "One thing that's really striking is the feeling that Charles owns this annotation layer. He's going to use it freely, not necessarily with deference for the author—after all, the author has the original, and his layer can be turned on/off at will.", img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "editorial practice / conceptual drawing", diagram_type: "annotation layers / editorial marks", notes: "FOUNDATIONAL. Perfect contemporary practice example. Shows professional work where expertise = engaging with gaps. Transformation usually invisible, here made explicit and beautiful. Each mark is interpolation judgment. Can use visual examples in presentations. Shows interpolation as skilled work.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Shows editorial judgment can't be automated. Track changes and spell-check remove the layer where expertise lives. Manual annotation maintains engagement with transformation. Digital tools used to reveal process, not hide it.", relationship_to_others: [ {id: "matuschak_working_notes", relationship: "parallels"}, {id: "goldsmith_2011", relationship: "parallels"}, {id: "concrete_poetry", relationship: "parallels"} ], current_practice: "Own book with diagrams. Can use visual examples. Shows interpolation as professional contemporary practice. Perfect for demonstrating framework visually.", gap: null, gap_metrics: null, amplified_interpolation: "Annotation layer IS the interpolation - marks show transformation work between original and edited states. The gap made visible as practice.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "choma_morphing_2015", author: "Joseph Choma", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Choma, J. (2015) Morphing: A Guide to Mathematical Transformations for Architects and Designers. Laurence King Publishing.", era: 2015, contribution: "Systematic guide to mathematical transformations in design. Shows how shapes transform into each other through trigonometric relationships. 'Alternative plastic world' where any form can become another through systematic language. Makes transformation explicit - understanding emerges from working through mathematical relationships. Manual engagement with morphing process reveals what automatic transitions hide.", friction_approach: "Working through mathematical transformations requires sustained engagement. Can't skip to end result - must understand equations and intermediate states. Friction of calculating and visualizing each step builds understanding of how shapes relate. Smooth automatic morphing eliminates this learning.", interpolation_approach: "LITERALLY ABOUT INTERPOLATION. Morphing IS transformation between states - shows what happens mathematically in gap between form A and form B. 'Alternative plastic world' where understanding lives in working through transformation steps. The between-states are systematic content, not obstacles.", amplification_method: "Manual work with mathematical transformations amplifies understanding of form relationships. Working through equations develops capability to see systematic connections between shapes. Sustained engagement with interpolation builds mathematical and visual sensitivity simultaneously.", quote: "Most shapes cannot be found in a dictionary. They belong to an alternative plastic world defined by trigonometry: a mathematical world where all shapes can be described under one systematic language and where any shape can transform into another.", img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "architecture / mathematical design", diagram_type: "mathematical morphing / transformation diagrams", notes: "PERFECT FOR RESEARCH. Literally about interpolation and transformation. Mathematical grounding for visual interpolation concept. Contemporary (2015) so shows relevance now. 'Alternative plastic world' language useful for discussing transformation spaces. Visually striking diagrams.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Shows transformation requires understanding systematic relationships. Automated morphing (CAD plugins) hides the mathematics. Manual work with transformations builds capability smooth transitions eliminate. Tools vs understanding.", relationship_to_others: [ {id: "d3_interpolate", relationship: "parallels"}, {id: "kandinsky_1926", relationship: "parallels"}, {id: "bertin_1967", relationship: "parallels"} ], current_practice: "Own book. Directly relevant to interpolation framework. Could use 'alternative plastic world' language for discussing transformation spaces. Visual diagrams perfect for presentations.", gap: null, gap_metrics: null, amplified_interpolation: "Morphing is pure interpolation - shows transformation between states mathematically and visually. The 'alternative plastic world' where any shape can become another through systematic engagement with gaps.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "itten_elements_color", author: "Johannes Itten", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Itten, J. (1970) The Elements of Color. Van Nostrand Reinhold.", era: 1970, contribution: "Foundational color theory from Bauhaus master. Manual exercises in color relationships, contrast, harmony. Says color understanding develops through sustained hands-on experimentation. Can't learn color by reading - must mix, compare, place colors in relationship. Each exercise builds sensitivity to how colors transform each other.", friction_approach: "Color mixing and placement require sustained manual work. Can't shortcut to understanding - must physically engage with materials. Friction of trial and error with pigments builds judgment. Automated color selection eliminates the learning that comes from working with relationships.", interpolation_approach: "Color understanding lives in relationships and transitions. How one color affects another, how colors blend and contrast. The spaces between colors are where meaning emerges. Manual work reveals how colors transform each other - interpolation through visual relationships.", amplification_method: "Hands-on color exercises amplify perceptual sensitivity. Working manually with color relationships develops capability reading alone doesn't. Sustained engagement through friction builds visual judgment that automated tools bypass.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 9, amplification_score: 10, practice_vs_theory: 10, domain: "color theory / art education", diagram_type: "color exercises / systematic studies", notes: "FOUNDATIONAL BAUHAUS TEXT. Extends Albers approach. Manual engagement essential - can't learn color through automation. Classic influence on design education. Shows understanding requires hands-on friction with materials.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't automate color understanding. Manual mixing and placement essential for developing visual judgment. Digital color pickers bypass the learning that comes from working with relationships.", relationship_to_others: [ {id: "albers_1963", relationship: "parallels"}, {id: "dondis_1973", relationship: "parallels"} ], current_practice: "Own book. Foundational for visual practice. Could reference for arguing manual engagement builds understanding automation eliminates.", gap: null, gap_metrics: null, amplified_interpolation: "Color relationships and transitions - understanding emerges from seeing how colors transform each other through proximity and mixture.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "gerstner_forms_color", author: "Karl Gerstner", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Gerstner, K. (1986) The Forms of Color: The Interaction of Visual Elements. MIT Press.", era: 1986, contribution: "Systematic exploration of color relationships and interactions. Extends Albers/Itten with mathematical rigour. Shows color as relational - how elements interact and transform each other. Systematic but requires manual engagement to understand principles. Grid-based color studies reveal transformation patterns.", friction_approach: "Systematic color work requires sustained engagement. Working through Gerstner's principles involves manual experimentation. Friction of applying systematic approach builds understanding. Can't skip to results - must work through relationships.", interpolation_approach: "Color meaning emerges from interactions and relationships. How colors transform each other through proximity. Understanding lives in the spaces between colors - the transitions and contrasts. Systematic study reveals interpolation patterns.", amplification_method: "Systematic engagement amplifies color understanding. Working through principles develops capability. Manual application of systems builds judgment that automated color tools don't. Rigorous practice amplifies sensitivity.", quote: null, img: null, relevance_to_research: 9, friction_score: 8, interpolation_score: 9, amplification_score: 9, practice_vs_theory: 8, domain: "color theory / systematic design", diagram_type: "systematic color studies", notes: "Extends Albers/Itten with systematic approach. Shows systems requiring engagement vs automation. Swiss rigour but maintains manual practice. Could cite for systematic thinking that preserves friction.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Systems require human engagement to understand. Can't automate color judgment - principles must be applied manually. Systematic but not automated.", relationship_to_others: [ {id: "albers_1963", relationship: "extends"}, {id: "itten_elements_color", relationship: "parallels"}, {id: "bertin_1967", relationship: "parallels"} ], current_practice: "Own book. Relevant for systematic thinking that maintains engagement.", gap: null, gap_metrics: null, amplified_interpolation: "Systematic study of color interactions reveals transformation patterns - how colors change each other through relationships.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lorenz_flexible_systems", author: "Martin Lorenz", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Lorenz, M. (2019) Flexible Visual Systems: Design Manual for Contemporary Visual Identities. Slanted Publishers.", era: 2019, contribution: "Contemporary approach to design systems that require interpretation. Flexible systems provide framework but demand human judgment in application - like pattern languages or LeWitt instructions. Each implementation different because context requires decisions. Systems as generative frameworks, not rigid templates. Designer engagement essential.", friction_approach: "Flexible systems create productive friction - require interpretation and adaptation. Can't mechanically apply - must understand context and make judgments. Friction of deciding how to apply principles builds design capability. Rigid templates would eliminate this learning.", interpolation_approach: "Flexibility lives in gaps - space between system rules and specific application. Understanding emerges from interpreting principles for context. The gap where judgment happens is the practice. Systems are frameworks for interpolation, not elimination of it.", amplification_method: "Engaging with flexible systems amplifies design judgment. Learning to interpret and adapt principles develops capability rigid templates don't. Sustained practice with systematic flexibility builds understanding.", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "design systems / contemporary practice", diagram_type: "flexible design systems / contemporary visual identity", notes: "Contemporary parallel to Alexander pattern languages and LeWitt instructions. Shows systems requiring interpretation vs automation. Relevant for arguing design systems can maintain engagement. Counter to rigid brand guidelines that remove judgment.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Resists automated/rigid systems. Shows systems can be generative frameworks requiring human interpretation. Flexibility essential - automation would eliminate the judgment that makes systems work.", relationship_to_others: [ {id: "alexander_1979", relationship: "parallels"}, {id: "lewitt_makonish_100views", relationship: "parallels"} ], current_practice: "Own book. Contemporary example showing your framework applies to current design practice. Could reference for modern applications of systematic flexibility.", gap: null, gap_metrics: null, amplified_interpolation: "Flexible systems are frameworks for interpolation - provide structure but require human judgment to fill gaps between principles and application.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "pearson_generative_art", author: "Matt Pearson", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Pearson, M. (2011) Generative Art: A Practical Guide Using Processing. Manning Publications.", era: 2011, contribution: "Practical guide to generative art using Processing. Shows code as creative material requiring manual engagement. Writing algorithms builds understanding of how systems create form. Not about using tools - about coding from scratch. Computational practice that maintains engagement with transformation processes.", friction_approach: "Coding generative systems requires sustained friction. Must understand algorithms, debug, iterate. Can't skip to pretty outputs - need to engage with how systems work. Friction of programming builds understanding templates and tools don't.", interpolation_approach: "Generative art reveals transformation processes. Code shows how rules become visuals. Understanding emerges from working through how algorithms interpolate between randomness and structure. The gap between code and output made explicit through practice.", amplification_method: "Manual coding amplifies understanding of generative systems. Writing algorithms develops capability using pre-made tools doesn't. Sustained engagement with computational transformation builds systematic thinking.", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: 9, amplification_score: 9, practice_vs_theory: 9, domain: "generative art / creative coding", diagram_type: "generative algorithms / Processing code", notes: "Extends Reas/Fry. Shows computational practice maintaining engagement. Not tool use but actual coding. Relevant for showing even in generative/algorithmic work, manual engagement matters. Contemporary example.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Shows code as engagement tool not automation. Writing algorithms vs using tools. Computational but anti-black-box - makes transformation explicit through manual coding.", relationship_to_others: [ {id: "reas_fry_2010", relationship: "extends"}, {id: "maeda_2019", relationship: "parallels"} ], current_practice: "Own book. Contemporary computational practice example. Shows coding as craft requiring friction.", gap: null, gap_metrics: null, amplified_interpolation: "Generative code reveals interpolation between rules and outputs - shows transformation process explicitly.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lostritto_computational_drawing", author: "Carl Lostritto", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Lostritto, C. (2019) Computational Drawing: From Foundational Exercises to Theories of Representation. Applied Research and Design.", era: 2019, contribution: "Foundational exercises in computational drawing. Uses code to understand drawing principles, not replace them. Computation as tool for exploring visual relationships and transformations. Manual coding builds understanding of representation. Shows how computational thinking can reveal rather than hide process.", friction_approach: "Computational exercises require sustained coding work. Can't skip to outputs - must engage with algorithms. Friction of translating visual ideas into code builds understanding. Computational but maintains manual engagement with transformation.", interpolation_approach: "Code makes visual transformations explicit. Shows gap between intention and output through algorithms. Understanding emerges from working through how computation creates representation. Interpolation visible through coding process.", amplification_method: "Coding visual exercises amplifies understanding of representation. Computational thinking develops alongside visual thinking. Manual engagement with algorithms builds capability pre-made tools don't.", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: 9, amplification_score: 9, practice_vs_theory: 9, domain: "computational drawing / architecture", diagram_type: "computational exercises / code-based drawing", notes: "Contemporary example of computation revealing process. Shows coding as educational tool, not efficiency tool. Relevant for arguing computational approaches can maintain friction. Architecture/design education context.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Uses computation to reveal process, not hide it. Manual coding essential for understanding. Resists automation that bypasses learning. Computational thinking as amplification tool.", relationship_to_others: [ {id: "reas_fry_2010", relationship: "parallels"}, {id: "pearson_generative_art", relationship: "parallels"}, {id: "papert_1980", relationship: "parallels"} ], current_practice: "Own book. Contemporary computational education example. Could reference for computational approaches that maintain engagement.", gap: null, gap_metrics: null, amplified_interpolation: "Computational drawing makes visual transformation explicit through code - shows how algorithms interpolate between input and output.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "jenny_cymatics", author: "Hans Jenny", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Jenny, H. (1974) Cymatics: A Study of Wave Phenomena and Vibration. Basilius Press.", era: 1974, contribution: "Documents how sound creates visible patterns in physical matter - sand, water, liquids respond to specific frequencies forming geometric patterns. Makes invisible sound waves visible through material resistance. Shows transformation between vibration and form. Physical experimentation revealing how frequency shapes matter. Understanding emerges from sustained observation of resonance patterns.", friction_approach: "Material friction makes sound visible. Sand, water, particles resist and respond to vibration - this resistance creates patterns. Without physical matter providing friction, sound remains invisible. The struggle between frequency and material reveals transformation. Manual experimentation with materials and frequencies required.", interpolation_approach: "Cymatic patterns ARE interpolation made visible. Can't see sound directly - patterns show what's happening in gap between vibration and form. The transformation from frequency to physical pattern revealed through material response. Understanding lives in seeing the between-state - how invisible becomes visible.", amplification_method: "Visualising sound amplifies understanding of frequency, resonance, harmonics. Seeing patterns builds knowledge hearing alone doesn't. Physical engagement with materials and frequencies develops sensitivity. Manual experimentation amplifies awareness of vibrational relationships.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "sound / physics / visual phenomena", diagram_type: "cymatic patterns / experimental documentation", notes: "FOUNDATIONAL. Perfect demonstration of friction revealing interpolation. Makes invisible transformation physically visible. Connects to movement practice, sound work, visual thinking. Manual experimental practice. Undeniable physical proof that gaps contain real phenomena. Beautiful geometric patterns show harmonic relationships.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't automate cymatic observation - requires physical materials, sustained experimentation, embodied engagement. Digital simulation wouldn't capture material friction. Manual practice essential.", relationship_to_others: [ {id: "oliveros_2022", relationship: "parallels"}, {id: "kandinsky_1926", relationship: "parallels"}, {id: "reed_2021", relationship: "parallels"} ], current_practice: "Connects to movement practice - vibration, resonance in body. Could use for demonstrating interpolation visually - sound made visible through friction.", gap: null, gap_metrics: null, amplified_interpolation: "Cymatic patterns literally show interpolation - the transformation between sound frequency and physical form made visible through material friction.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lauterwasser_water_sound", author: "Alexander Lauterwasser", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Lauterwasser, A. (2006) Water Sound Images: The Creative Music of the Universe. MACROmedia Publishing.", era: 2006, contribution: "Extends Hans Jenny's cymatics - focuses specifically on water responding to sound. Photographs reveal extraordinary geometric patterns water creates when exposed to different frequencies. Shows transformation between vibration and form through water's sensitivity. Manual photographic documentation of ephemeral patterns. Water as responsive material making invisible sound visible.", friction_approach: "Water provides responsive friction - sensitive enough to show subtle frequency changes. Surface tension creates resistance that forms patterns. Without material friction, sound remains invisible. The struggle between frequency and water surface reveals transformation. Manual experimentation with frequencies and careful photography required.", interpolation_approach: "Water patterns ARE interpolation made visible. Can't see sound waves directly - water surface shows what's happening in transformation gap. Each frequency creates distinct geometric form. Understanding emerges from seeing how invisible vibration becomes visible pattern. The between-state captured photographically.", amplification_method: "Photographing sound patterns amplifies understanding of frequency relationships. Seeing water respond develops awareness of vibrational phenomena. Manual experimentation builds sensitivity to harmonic relationships. Visual documentation amplifies knowledge hearing alone misses.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "sound / cymatics / visual phenomena", diagram_type: "cymatic photography / water patterns", notes: "PERFECT VISUAL EVIDENCE. Extends Jenny's work with stunning water-specific images. Beautiful proof that friction reveals interpolation. Water's sensitivity captures subtle transformations. Undeniable physical demonstration. Connects to movement practice, sound, visual thinking. Manual experimental documentation.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Can't automate water photography - requires physical setup, sustained experimentation, careful observation. Digital simulation wouldn't capture material response. Manual practice essential for documentation.", relationship_to_others: [ {id: "jenny_cymatics", relationship: "extends"}, {id: "oliveros_2022", relationship: "parallels"}, {id: "kandinsky_1926", relationship: "parallels"} ], current_practice: "Own book. Beautiful images for demonstrating interpolation visually. Could use in presentations - undeniable physical proof of gaps containing phenomena.", gap: null, gap_metrics: null, amplified_interpolation: "Water patterns literally show interpolation - transformation between sound frequency and physical form captured photographically. The gap made visible.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "khan_mirror_stage_2024", author: "Nora N. Khan (ed.)", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Khan, N. N. (ed.) (2024) Mirror Stage: Between Computability and Its Opposite. HOLO 3.", era: 2024, contribution: "Collection exploring limits of computation and language. Multiple essays address ineffable knowledge - altered states, mystical experience, consciousness - that resists computational capture. 'Dark Webs' examines CIA mind control and cybernetics. 'Research Dialogues' discusses language limits: 'poorly language communicates.' Says some understanding exists beyond words and code. The gaps computation can't reach are real knowledge.", friction_approach: "Language and systems have essential friction - struggle to capture certain experiences. Can't smooth consciousness into code or words. This resistance to systematisation is where autonomy lives. The difficulty of languaging ineffable experience is productive.", interpolation_approach: "Understanding exists in gaps language and computation miss. Altered states reveal spaces normal perception filters. What can't be systematised or coded is real knowledge, not absence. Interpolation beyond computational capture. The ineffable lives between states.", amplification_method: "Direct experience amplifies awareness beyond language. Attending to what systems can't capture develops non-computational understanding. Friction of ineffable experience builds capability smooth explanation eliminates.", quote: null, img: null, relevance_to_research: 7, friction_score: 8, interpolation_score: 9, amplification_score: 7, practice_vs_theory: 5, domain: "digital culture / consciousness studies", diagram_type: "essay collection / critical theory", notes: "Contemporary critical voice on computation limits. Multiple essays support argument: not everything reducible to code. Edges mystical but makes valid point about gaps automation can't capture. Use carefully - quite theoretical. Includes beautiful mandala diagrams.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Critical of computability as complete worldview. Says consciousness and certain experiences resist systematisation. Can't automate ineffable understanding. Direct engagement essential for knowledge beyond computation.", relationship_to_others: [ {id: "oliveros_2022", relationship: "parallels"}, {id: "cage_silence_1961", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "Altered states and ineffable experiences reveal interpolation beyond normal perception and computational capture. Understanding that lives in gaps systems can't reach.", already_in_space: null, potential_collaborators: "Nora N. Khan - writes about technology, culture, limits of computation. Potential person to discuss research with.", who_benefits: null }, { id: "khan_mirror_stage_2024", author: "Nora N. Khan (ed.)", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Khan, N. N. (ed.) (2024) Mirror Stage: Between Computability and Its Opposite. HOLO 3.", era: 2024, contribution: "Collection exploring limits of computation and language. 'Mystic Words' essay discusses how altered states reveal gaps normal perception misses. Says uncertainty and not-knowing are spaces where understanding emerges. Language has limits - can't capture everything. Some experiences require direct engagement, can't be smoothed into words or code. The ineffable lives in interpolation.", friction_approach: "Altered states create perceptual friction - uncomfortable, disorienting, difficult. Can't smooth or automate mystical experience. Language struggles to capture it - this friction reveals limits of computational thinking. The difficulty of communicating ineffable experience is productive.", interpolation_approach: "Altered states make gaps visible. Normal perception misses spaces between. Mystical experience happens IN the interpolation - what can't be computed or languaged. Understanding emerges from uncertainty, not clarity. The spaces language can't reach are where certain knowledge lives.", amplification_method: "Direct experience amplifies awareness beyond language and computation. Altered states develop perception of gaps normal consciousness misses. Friction of ineffable experience builds understanding that smooth explanation can't. Non-computational knowing.", quote: null, img: null, relevance_to_research: 7, friction_score: 8, interpolation_score: 9, amplification_score: 7, practice_vs_theory: 6, domain: "digital culture / consciousness studies", diagram_type: "essay collection", notes: "Edges toward mystical but makes useful point: some understanding requires direct experience, can't be automated or languaged. Altered states reveal gaps normal perception misses. Relevant for arguing computational thinking has limits - not everything reducible to code. Contemporary critical voice.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Critical of computability as complete worldview. Says some experiences resist computation and language. Can't automate or smooth mystical understanding. Direct engagement essential for certain knowledge.", relationship_to_others: [ {id: "oliveros_2022", relationship: "parallels"}, {id: "cage_silence_1961", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "Altered states reveal interpolation - gaps and spaces normal perception filters out. Understanding that lives beyond language and computation.", already_in_space: null, potential_collaborators: "Nora N. Khan - writes about technology, culture, limits of computation. Potential person to discuss research with.", who_benefits: null }, { id: "popper_kinetic", author: "Frank Popper", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Popper, F. (1968) Origins and Development of Kinetic Art. Studio Vista.", era: 1968, contribution: "Foundational history of kinetic art - works with actual movement. Viewer must interpolate trajectory, pattern, rhythm over time. Different viewing angles and moments produce different experiences - requires sustained physical engagement. Time-based viewing means can't see everything at once. Movement creates gaps viewer must fill through attention and memory.", friction_approach: "Kinetic work requires sustained viewing over time. Must move around work, wait for patterns to emerge. Friction of time and physical engagement essential - can't grasp work instantly. Different angles mean must actively explore. The effort of sustained attention builds the experience.", interpolation_approach: "Movement creates temporal gaps. Can't see all states at once - must interpolate between moments. Understanding trajectory, pattern, rhythm requires filling gaps through sustained attention and memory. Physical movement around work adds spatial interpolation. Time and space gaps are the content.", amplification_method: "Active viewing amplifies perceptual capability. Learning to track movement, anticipate patterns, remember states develops visual-temporal understanding. Physical engagement amplifies beyond passive viewing. Sustained attention builds capability.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "kinetic art / time-based art", diagram_type: "kinetic sculpture / moving art", notes: "ESSENTIAL FOR TIME-BASED INTERPOLATION. Shows gaps across time and viewing angles. Can't automate sustained viewing experience. Requires physical engagement and memory. Perfect for showing interpolation as active temporal work.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't automate time-based viewing. Experience requires sustained physical engagement. Video documentation fails to capture - needs embodied viewing over time. Friction of temporal attention essential.", relationship_to_others: [ {id: "lancaster_1973", relationship: "companion"}, {id: "oliveros_2022", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "Kinetic art creates temporal and spatial gaps. Viewer interpolates between moments and viewing angles. Can't see everything at once - must fill gaps through sustained engagement.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lancaster_1973", author: "John Lancaster", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Lancaster, J. (1973) Introducing Op Art. B. T. Batsford Ltd.", era: 1973, contribution: "Introduction to optical art - works that challenge perception through pattern, contrast, repetition. Op art forces viewer interpolation - the movement, vibration, shimmer happens in your perception, not on canvas. Must engage actively to see effect. Different viewing angles, distances, lighting produce different experiences. Uncomfortable, disorienting viewing requires sustained attention.", friction_approach: "Op art creates intense viewing friction. Uncomfortable to look at, disorienting, sometimes physically difficult. Can't passively view - forces active perceptual engagement. The friction of struggling to see creates the experience. Smooth, easy viewing would eliminate the effect entirely.", interpolation_approach: "The work IS interpolation. Optical effects emerge from gaps and relationships between elements. Your brain fills in movement that isn't there. Understanding happens in space between static marks and perceived motion. Viewer must actively interpolate pattern into experience.", amplification_method: "Sustained engagement with optical effects amplifies perceptual awareness. Learning to see how patterns create illusion develops visual sensitivity. Friction of difficult viewing builds capability to understand visual relationships. Active interpretation amplifies understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "optical art / perceptual art", diagram_type: "op art / optical illusion", notes: "PERFECT FOR RESEARCH. Literally forces viewer interpolation - movement happens in perception not object. Friction of uncomfortable viewing is essential. Can't automate or smooth this experience. Shows interpolation as active perceptual work.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't automate perceptual engagement. Viewer must actively interpolate. Digital reproduction often fails - needs physical viewing with friction of sustained attention.", relationship_to_others: [ {id: "arnheim_1969", relationship: "parallels"}, {id: "popper_kinetic", relationship: "companion"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "Op art IS interpolation - brain fills gaps between static elements to create perceived movement. Viewer does the transformation work.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "alexander_1979", author: "Christopher Alexander", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Alexander, C. (1979) The Timeless Way of Building. Oxford University Press.", era: 1979, contribution: "Pattern language philosophy - systems that provide framework for interpretation, not prescriptive rules. Like Sol LeWitt instructions, patterns require human judgment in execution. Each implementation different because context demands interpretation. Understanding emerges from engaging with patterns, not following procedures. Generative systems vs deterministic automation.", friction_approach: "Pattern languages create productive friction - require interpretation and judgment. Can't mechanically apply patterns, must understand context and relationships. Friction of deciding which patterns fit and how to adapt them builds architectural capability. Smooth procedural rules would eliminate this learning.", interpolation_approach: "Patterns are frameworks for filling gaps, not complete specifications. Each site, culture, need requires different interpretation. Understanding emerges from space between pattern and application. The gap where judgment happens is the practice. Like musical notation requiring performance.", amplification_method: "Engaging with pattern languages amplifies design capability. Learning to see patterns and adapt them develops judgment automated systems don't. Sustained practice with patterns builds sensitivity to context and relationships. Generative understanding vs procedural following.", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 7, domain: "architecture / design philosophy", diagram_type: "pattern languages / generative systems", notes: "Perfect parallel to Sol LeWitt. Shows systems requiring interpretation vs automation. Pattern languages as framework for engagement not replacement. Influential beyond architecture - software design patterns etc. Shows your argument applies across domains.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Generative systems require human engagement. Patterns aren't automation - they're frameworks for judgment. True automation (standardised buildings) removes capability pattern languages develop. Interpretation essential.", relationship_to_others: [ {id: "lewitt_makonish_100views", relationship: "parallels"}, {id: "cage_silence_1961", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "Pattern languages are frameworks for interpolation - provide structure but require human judgment to fill gaps between pattern and context.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "bertin_1967", author: "Jacques Bertin", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Bertin, J. (1967) Sémiologie Graphique. Gauthier-Villars. [English: Semiology of Graphics, 1983]", era: 1967, contribution: "Foundational data visualisation theory. Systematic analysis of visual variables - position, size, shape, colour, texture, orientation. Shows graphic design requires understanding how variables work together. Manual engagement with visual grammar builds capability. Automated charts bypass understanding of why visual choices matter.", friction_approach: "Learning visual variables requires sustained practice. Each design decision about position, size, colour involves judgment. Friction of working through visual grammar builds sensitivity. Can't skip to good visualisation - must develop understanding through engagement. Automated tools remove this learning friction.", interpolation_approach: "Visual meaning emerges from relationships between variables. Understanding how position relates to colour, how size interacts with shape. The connections and transformations between visual elements are what communicate. Must engage with these relationships manually to understand them.", amplification_method: "Working with visual variables amplifies capability to design and read graphics. Manual practice with Bertin's system develops visual judgment automated tools don't. Understanding grammar amplifies both creation and interpretation.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 8, domain: "data visualisation / cartography", diagram_type: "systematic visual grammar", notes: "FOUNDATIONAL TO DATA VIS. Essential missing piece for your domain. Shows visualisation requires understanding visual grammar, not just tool use. Influenced your own practice. Classic text establishing field. French original if UAL has it.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Implicitly critical of automated visualisation. Understanding visual variables requires manual engagement. Tools that auto-generate charts bypass grammar that needs learning. Visual literacy can't be automated.", relationship_to_others: [ {id: "tufte_1983", relationship: "foundational-to"}, {id: "d3_interpolate", relationship: "foundational-to"}, {id: "tableau_2003", relationship: "opposes"} ], current_practice: "Highly influential on own data vis practice. Visual variables framework shapes how you teach and make. Essential reference for research.", gap: "When automated tools generate charts, users bypass understanding visual grammar. Can't make informed decisions about variables without engaging with Bertin's system.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "yanagi_1972", author: "Soetsu Yanagi", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Yanagi, S. (1972) The Unknown Craftsman: A Japanese Insight into Beauty. Kodansha International.", era: 1972, contribution: "Japanese craft philosophy on beauty emerging from sustained manual practice. Says true craft comes from maker's unselfconscious engagement with materials. Concept of ma - negative space, gaps, pauses - as essential to beauty. Hand knowledge developed through years of repetition. Industrial production removes this embodied understanding.", friction_approach: "Craft requires years of sustained friction with materials. Can't shortcut to mastery. The difficulty of hand work builds sensitivity and judgment. Repetition through friction develops capability machines can't replicate. Industrial smoothness eliminates the struggle where beauty emerges.", interpolation_approach: "Ma - the negative space, the gaps, the pauses - is where beauty lives. Not just the objects but spaces between. Understanding emerges from attention to transitions and relationships. Manual work maintains engagement with these gaps. Industrial production eliminates ma.", amplification_method: "Years of manual practice amplify sensitivity to materials, form, beauty. Hand knowledge can't be taught, only developed through sustained engagement. Craft tradition amplifies capability across generations. Industrial efficiency eliminates this accumulated understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "craft / aesthetics / Japanese philosophy", diagram_type: null, notes: "ESSENTIAL NON-WESTERN PERSPECTIVE. Ma concept IS your interpolation - gaps and negative space. Hand knowledge directly maps to embodied understanding. Adds craft/beauty dimension. Classic text, widely influential. Connects to your movement practice background.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "industrial-automation", automation_stance: "Critical of industrial production removing craft understanding. Machine efficiency eliminates unselfconscious engagement where beauty emerges. Hand work maintains connection automation severs.", relationship_to_others: [ {id: "albers_1963", relationship: "parallels"}, {id: "reed_2021", relationship: "parallels"}, {id: "rubin_2023", relationship: "parallels"} ], current_practice: "Ma concept directly relevant to research. Could use for explaining interpolation through Japanese aesthetic philosophy.", gap: null, gap_metrics: null, amplified_interpolation: "Ma - the gaps, negative space, pauses between - is where beauty and understanding emerge. Interpolation as aesthetic principle.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "braverman_1974", author: "Harry Braverman", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Braverman, H. (1974) Labor and Monopoly Capital: The Degradation of Work in the Twentieth Century. Monthly Review Press.", era: 1974, contribution: "Classic Marxist analysis of deskilling through automation and scientific management. Shows how automation deliberately removes worker knowledge and capability. Taylorism breaks craft into measurable tasks, eliminating understanding. Pattern across industries - skilled work systematically degraded. Deskilling increases management control and profit.", friction_approach: "Craft work has essential friction - skill, judgment, understanding built through practice. Automation specifically targets this friction for removal. Management sees worker knowledge as problem. Eliminating friction eliminates worker power and autonomy. Smooth processes mean controllable, replaceable workers.", interpolation_approach: "Craft knowledge lives in understanding transformations - raw material to finished product. Automation hides these transformations in machinery and management systems. Workers see only their fragment, not whole process. Gap between materials and product becomes opaque.", amplification_method: "Craft amplifies capability through sustained engagement with materials and process. Deskilling reverses this - removes capability systematically. What took years to learn becomes series of simple steps anyone can do. Degradation of work means degradation of worker understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 6, domain: "labour studies / political economy", diagram_type: null, notes: "ESSENTIAL POLITICAL CONTEXT. Shows automation deliberately removes capability. Not neutral efficiency - active deskilling for control. Adds labour/power dimension to research. Classic text, establishes pattern across industries. Connects your argument to broader critique of capitalism.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "industrial-automation", automation_stance: "Fundamentally critical. Automation as deskilling tool, not progress. Management deliberately removes worker knowledge for control. Efficiency arguments mask power dynamics. Essential political critique of automation.", relationship_to_others: [ {id: "franklin_1989", relationship: "parallels"}, {id: "google_automl", relationship: "historical-parallel"} ], current_practice: null, gap: "When automation deskills workers, they lose understanding of entire production process. Can only perform prescribed tasks without comprehension of transformation.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Capital and management who profit from deskilled, controllable, replaceable workforce." }, { id: "franklin_1989", author: "Ursula Franklin", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Franklin, U. M. (1989) The Real World of Technology. House of Anansi Press.", era: 1989, contribution: "Feminist technology critique distinguishing prescriptive vs holistic technologies. Prescriptive tech breaks work into steps, removes worker understanding of whole. Holistic tech keeps practitioner engaged with entire process. Says automation often about control, not efficiency. Deskilling disguised as progress. Worker loses capability to understand transformation.", friction_approach: "Holistic technologies maintain productive friction - craftsperson engaged with whole process. Prescriptive technologies remove friction by fragmenting work. Each worker does small part without understanding transformation. Loss of friction equals loss of autonomy and understanding.", interpolation_approach: "Prescriptive tech hides interpolation by breaking process into disconnected steps. Workers can't see transformation from start to finish. Holistic tech keeps interpolation visible - practitioner sees and guides entire transformation. Understanding lives in seeing the whole, not fragments.", amplification_method: "Holistic work amplifies capability by maintaining engagement with full process. Prescriptive work diminishes capability by fragmenting knowledge. Deskilling through automation removes understanding that builds through sustained engagement with transformation.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 7, domain: "technology studies / feminist critique", diagram_type: null, notes: "ESSENTIAL MISSING PIECE. Prescriptive vs holistic maps perfectly to research. Feminist technology critique adds political dimension. Shows automation patterns across industries. Should be foundational source. Classic text, widely respected.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Deeply critical. Says prescriptive technologies about control not efficiency. Automation fragments work to deskill workers. Holistic technologies maintain worker autonomy and understanding. Essential feminist critique of automation politics.", relationship_to_others: [ {id: "braverman_1974", relationship: "parallels"}, {id: "maurer_wouters_2024", relationship: "foundational-to"} ], current_practice: null, gap: "When prescriptive technologies fragment work, workers lose understanding of whole transformation. Can't see how parts connect. Capability diminishes.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Management and systems designers who benefit from deskilled, controllable workforce. Automation as control mechanism." }, { id: "lewitt_makonish_100views", author: "Sol LeWitt / Kross Makonish", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Makonish, K. (ed.) Sol LeWitt: 100 Views. [Publisher and date needed]", era: null, contribution: "Collection showing variations in LeWitt's instruction-based wall drawings. Each execution of same instructions produces different result. Demonstrates that even systematic instructions require human interpretation - performers make countless decisions LeWitt didn't specify. Gap between instruction and execution filled by manual engagement. Shows interpolation is unavoidable even in rule-based art.", friction_approach: "Instructions create productive friction, not eliminate it. Performers struggle with ambiguous directions - how thick is 'a line'? What exactly is 'random'? This interpretive friction is the practice. Each execution requires sustained manual engagement with uncertainty. Like sheet music requiring performance, not recorded playback.", interpolation_approach: "The gap between instruction and execution IS the work. Same instructions produce different drawings because humans fill gaps differently. Manual interpretation required at every step. Understanding develops through wrestling with ambiguous instructions. Shows interpolation can't be eliminated even when you try to systematize.", amplification_method: "Manual execution amplifies understanding of both the system and the gaps within it. Each performer develops different sensitivity to instructions. Sustained engagement with ambiguous rules builds capability. The friction of interpretation amplifies creative capacity.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 10, domain: "conceptual art / instruction-based practice", diagram_type: "wall drawings / instruction-based art", notes: "PERFECT EXAMPLE. Shows even systematic instructions require human interpolation. 100 views demonstrate variations from same rules. Proves automation can't eliminate engagement - gaps remain. Relevant for arguing against idea that perfect specifications remove need for human judgment.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Demonstrates limits of instruction-based automation. Even detailed specifications require human interpretation. True automation (button press) would eliminate the work. Instructions are framework for engagement, not replacement for it.", relationship_to_others: [ {id: "molnar_1960s", relationship: "parallels"}, {id: "cage_silence_1961", relationship: "parallels"}, {id: "reas_fry_2010", relationship: "parallels"} ], current_practice: "Own book. Shows variation is feature not bug. Could use for demonstrating that specifications/automation don't eliminate need for engagement.", gap: null, gap_metrics: null, amplified_interpolation: "100 different views from same instructions prove interpolation happens in execution. Each performer fills gaps differently.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "papert_1980", author: "Seymour Papert", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Papert, S. (1980) Mindstorms: Children, Computers, and Powerful Ideas. Basic Books.", era: 1980, contribution: "Constructionist learning through programming. Created Logo turtle graphics - children learn by making, debugging, iterating. Says errors and bugs are learning opportunities, not failures. Programming makes thinking visible and debuggable. Gap between intention and execution becomes space for learning. Computational thinking as playful, embodied practice.", friction_approach: "Debugging IS productive friction. Errors force engagement with your own thinking. Can't skip struggle of making program work - that struggle is where learning happens. Friction between what you meant and what happened builds understanding. Play with code creates exploratory difficulty.", interpolation_approach: "Programming exposes the gap between intention and execution. The transformation from idea to working code made visible through iteration. Debugging reveals what's between states. Understanding emerges from working through the space between broken and working. Turtle graphics makes interpolation physical.", amplification_method: "Making with code amplifies thinking. Debugging own programs develops metacognition. Iteration through errors builds problem-solving capability. Play and exploration amplify learning beyond instruction. Programming as tool for thinking, not just automation.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "education / computational thinking", diagram_type: "turtle graphics / educational programming", notes: "FOUNDATIONAL. Classic text showing computation as learning tool, not efficiency tool. Debugging as productive friction. Programming exposes interpolation between idea and execution. Resnick's mentor - influences Scratch and maker movement. Perfect counter to no-code/AutoML - shows why engaging with code matters.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "early-computation", automation_stance: "Uses computation to expose thinking, not hide it. Programming as transparency tool - makes mental processes visible and debuggable. Resists black-box automation. Code should reveal transformation, not eliminate engagement.", relationship_to_others: [ {id: "resnick_2017", relationship: "mentor-to"}, {id: "reas_fry_2010", relationship: "parallels"}, {id: "google_automl", relationship: "opposes"} ], current_practice: "Highly relevant. Shows why code matters in data vis education. Debugging as learning applies to data transformation work.", gap: "When no-code tools hide programming, learners can't debug their thinking. Gap between intention and execution becomes opaque. Can't learn from errors if you don't see them.", gap_metrics: null, amplified_interpolation: "Debugging makes interpolation visible - shows gap between what you intended and what actually happened.", already_in_space: null, potential_collaborators: null, who_benefits: null } ]3c:Tf504,positiveData2 = [ { id: "dondis_1973", author: "Donis A. Dondis", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Dondis, D. A. (1973) A Primer of Visual Literacy. MIT Press.", era: 1973, contribution: "Foundational text on visual literacy - how to read and create visual messages. Says visual understanding is learned skill requiring sustained practice, not natural ability. Grammar of visual language - composition, balance, contrast, rhythm - must be developed through engagement. Can't just consume images, must understand how they work.", friction_approach: "Visual literacy requires effort and practice. Learning visual grammar is difficult work. Can't skip to fluency - must develop sensitivity through sustained engagement with visual elements. Friction of learning to see builds capability.", interpolation_approach: "Visual meaning lives in relationships between elements. Understanding how composition creates connection. The spaces, contrasts, tensions between visual elements are where meaning emerges. Must learn to read these gaps and relationships.", amplification_method: "Visual literacy amplifies both creation and interpretation. Practice with visual grammar develops capability that passive viewing doesn't. Manual engagement with composition principles builds understanding that automation eliminates.", quote: null, img: null, relevance_to_research: 9, friction_score: 8, interpolation_score: 9, amplification_score: 9, practice_vs_theory: 7, domain: "visual communication / design education", diagram_type: "visual composition / design principles", notes: "Classic text on visual literacy. Shows understanding visual language requires practice and engagement. Relevant for arguing against automated design tools that bypass visual grammar learning. Literacy metaphor useful - can't automate becoming literate.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Implicitly critical of shortcuts to visual understanding. Literacy requires sustained engagement with fundamentals. Can't automate learning to see. Templates and automated tools bypass grammar that needs to be learned.", relationship_to_others: [ {id: "arnheim_1969", relationship: "parallels"}, {id: "leborg_2006", relationship: "foundational-to"}, {id: "kandinsky_1926", relationship: "extends"} ], current_practice: "Relevant for teaching data vis. Visual literacy framework could inform how to help students develop visual understanding rather than just tool proficiency.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "resnick_2017", author: "Mitchel Resnick", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Resnick, M. (2017) Lifelong Kindergarten: Cultivating Creativity Through Projects, Passion, Peers, and Play. MIT Press.", era: 2017, contribution: "Framework for learning through making: Projects, Passion, Peers, and Play. Creator of Scratch argues play is essential friction in learning. Says efficiency mindset destroys creativity - need time to explore, fail, iterate. Making things together is messy, difficult, full of dead ends. This friction is where learning happens, not obstacle to overcome.", friction_approach: "Play IS productive friction. Deliberately inefficient, exploratory, mistake-filled. Can't optimize or streamline play without destroying it. Peers create friction through different ideas and approaches. Projects require sustained engagement through difficulty. All this friction builds capability that direct instruction doesn't.", interpolation_approach: "Learning happens in gaps between attempts. Iterative making - try, fail, adjust, try again. Understanding emerges from space between what you intended and what happened. Play creates room to explore what's between known and unknown. Peers fill gaps in individual knowledge through collaboration.", amplification_method: "Play amplifies learning through exploration. Making projects amplifies understanding beyond consuming information. Peers amplify capability through different perspectives and friction between ideas. Passion sustains engagement through difficulty. All four Ps work together to amplify creative capacity.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 9, amplification_score: 10, practice_vs_theory: 9, domain: "education / creative learning", diagram_type: null, notes: "HIGHLY RELEVANT. Play as amazing productive friction. Perfect counter to efficiency mindset in education. Shows learning requires mess, mistakes, iteration - can't be automated or optimized away. Contemporary source showing these ideas matter now. Creator of Scratch - influential practitioner.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Critical of efficiency mindset destroying play and exploration. Can't automate learning that requires iteration and failure. Resists direct instruction and optimization. Says mess and difficulty are essential, not obstacles.", relationship_to_others: [ {id: "trostli_1998", relationship: "parallels"}, {id: "albers_1963", relationship: "parallels"}, {id: "papert_mindstorms", relationship: "extends"} ], current_practice: null, gap: "When education removes play and iteration for efficiency, students lose ability to learn through making. Can't develop creative capability without friction of exploration and failure.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: "Mitchel Resnick - runs Lifelong Kindergarten group at MIT Media Lab. Influential in creative learning and making.", who_benefits: null }, { id: "brath_2020", author: "Richard Brath", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Brath, R. (2020) Visualizing with Text. AK Peters/CRC Press.", era: 2020, contribution: "Explores text as primary visual element in data visualization, not just labels. Shows typography, layout, hierarchy, spacing as visualization tools. Manual typographic decisions create meaning that automated charts don't. Text arrangement requires sustained engagement with reading flow, visual relationships, semantic connections.", friction_approach: "Typography and layout require manual decisions. Each spacing, size, position choice matters. More friction than auto-generated charts but friction builds better understanding. Working with text as visual material forces attention to relationships and hierarchy.", interpolation_approach: "Text visualization lives in gaps - spacing, line breaks, white space, reading order. Meaning emerges from relationships between words and how they're arranged. The spaces between textual elements are active, not empty. Layout creates connections that linear reading hides.", amplification_method: "Thoughtful text layout amplifies understanding beyond standard charts. Manual typographic work develops sensitivity to visual-semantic relationships. Craft of arranging text builds capability that automated templates don't.", quote: null, img: null, relevance_to_research: 8, friction_score: 8, interpolation_score: 9, amplification_score: 8, practice_vs_theory: 7, domain: "data visualisation / typography", diagram_type: "text-based visualization", notes: "Shows that even in data vis, manual engagement with typographic elements matters. Text as material requiring craft, not just automatic labels. Relevant for arguing against automated chart generation that treats text as afterthought.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Implicitly resists automated chart generation. Shows text requires manual typographic consideration. Automated dashboards treat text as labels - this shows text as primary visual element requiring craft.", relationship_to_others: [ {id: "leborg_2006", relationship: "parallels"}, {id: "tufte_1983", relationship: "extends"} ], current_practice: "Relevant to own data vis practice. Could inform how to teach text as visual element rather than afterthought.", gap: null, gap_metrics: null, amplified_interpolation: "Spaces between words, line breaks, white space - textual gaps create visual meaning.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "goldsmith_2011", author: "Kenneth Goldsmith", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Goldsmith, K. (2011) Uncreative Writing: Managing Language in the Digital Age. Columbia University Press.", era: 2011, contribution: "Conceptual writing practice of appropriation and retyping. Manually transcribes entire texts - newspapers, weather reports, traffic bulletins. Says retyping existing text is creative act. The labour of copying reveals transformation even when trying to reproduce exactly. Manual engagement with language through repetition builds different understanding than reading.", friction_approach: "Extreme friction through tedious manual labour. Retyping entire books or newspapers takes hours, days, weeks. The difficulty is the point - boring, repetitive work that forces sustained engagement. Friction of copying by hand reveals what speed-reading or copy-paste hide. Tedium builds awareness.", interpolation_approach: "Retyping IS interpolation. Even when copying exactly, transformation happens. Your body, your time, your attention fill the gap between source and output. Manual transcription reveals the space between reading and writing. Each keystroke is an interpretive act even when trying not to interpret.", amplification_method: "Labour of retyping amplifies attention to language. Copying word-by-word builds awareness that skimming doesn't. Manual appropriation develops understanding through sustained engagement. The friction of tedious work amplifies perception of what's actually on the page.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "conceptual writing / digital literature", diagram_type: "appropriated/transcribed text", notes: "PERFECT EXAMPLE. Manual transcription as interpolation practice. Even 'uncreative' copying involves transformation. Shows friction of manual engagement even when trying to eliminate creativity. Demonstrates that copy-paste automation removes the engagement where understanding develops.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Explicitly rejects copy-paste automation. Manual transcription is the practice, not obstacle to overcome. Digital age makes copying instant - Goldsmith shows what's lost. Friction of retyping is where value lives.", relationship_to_others: [ {id: "concrete_poetry", relationship: "parallels"}, {id: "cage_silence_1961", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "Manual retyping reveals transformation even in exact copying. The gap between source and output is filled by your labour, time, attention.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "perec_approaches", author: "Georges Perec", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Perec, G. (2020) 'Approaches to What?' In: Brief Notes on the Art and Manner of Arranging One's Books. Penguin Books. p.74.", era: 1973, contribution: "Essay on the infraordinary - what's hidden by smooth, habitual processes. Says media shows only spectacular events, hiding everyday transformations. 'To question the habitual. But that's just it, we're habituated to it.' When processes become frictionless, we stop noticing them. Calls for anthropology of the ordinary - making visible what efficiency has made invisible.", friction_approach: "Habitual processes lose friction and become invisible. 'We sleep through our lives in a dreamless sleep.' Smoothness is anaesthesia. Need to question what seems obvious to rediscover the friction that reveals how things work. 'How many movements does it take to dial a phone number?'", interpolation_approach: "Media removes interpolation by showing only endpoints - disasters, scandals, big events. Hides the everyday transformations, the infraordinary. Understanding lives in what fills the gaps between spectacular moments. The banal, quotidian, ordinary is where transformation actually happens.", amplification_method: "Questioning the habitual amplifies awareness. 'To question what seems so much a matter of course that we've forgotten its origins.' Making everyday processes visible amplifies understanding that smoothness eliminates. Friction of questioning reveals what automation hides.", quote: "To question the habitual. But that's just it, we're habituated to it. We don't question it, it doesn't question us, it doesn't seem to pose a problem, we live it without thinking.", img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 9, domain: "literature / experimental writing", diagram_type: "essay", notes: "FOUNDATIONAL. 'Infraordinary' concept - automation makes everyday transformations invisible. Perfect articulation of how smoothness removes awareness. Essential for showing what frictionless design eliminates. Media parallel - removes interpolation by hiding everyday in favour of spectacular.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Implicitly critical of smoothness making processes invisible. When things work frictionlessly, we stop understanding them. Automation is anaesthesia - removes awareness of transformation.", relationship_to_others: [ {id: "perec_arranging_books", relationship: "companion-piece"}, {id: "maurer_wouters_2024", relationship: "parallels"} ], current_practice: "Essay made me realise how wider media removes interpolation. Directly relevant to research communication challenge.", gap: null, gap_metrics: null, amplified_interpolation: "The infraordinary - everyday interpolation made invisible by habit and smoothness. Media shows only endpoints, hiding transformations.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "perec_arranging_books", author: "Georges Perec", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Perec, G. (2020) Brief Notes on the Art and Manner of Arranging One's Books. Penguin Books.", era: 1978, contribution: "Essays exploring classification systems and their inevitable failure. 'My problem with classifications is that they don't last.' Shows gap between clean taxonomies and messy reality of actually organising things. Makes visible the work of classification - folders labelled 'To be classified', drawers marked 'Urgent 1' with nothing in them. Classification as ongoing struggle, not solved problem.", friction_approach: "Classification failure is productive friction. The struggle to organise reveals what can't be systematised. 'Hardly have I finished putting things into an order before that order is obsolete.' Friction makes visible the gap between intention and practice. Messiness isn't failure - it's where understanding lives.", interpolation_approach: "Classification IS interpolation work we don't notice. Gaps between categories, things that don't fit, systems that break down. The work of relating and organising is invisible until it fails. Understanding lives in space between perfect system and actual practice.", amplification_method: "Making classification struggle visible amplifies understanding of how we organise knowledge. Failed systems reveal what smooth automation hides. The friction of organising builds awareness that perfect systems eliminate.", quote: "My problem with classifications is that they don't last; hardly have I finished putting things into an order before that order is obsolete.", img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "literature / experimental writing", diagram_type: "essays / experimental text", notes: "FOUNDATIONAL. Perfect articulation of classification as interpolation work. Failed systems demonstrate productive friction. Essential for showing what automation removes when it smooths classification work.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Reveals impossibility of perfect systems. Manual, messy classification work is where understanding develops. Automation tries to hide the arbitrariness and ongoing struggle.", relationship_to_others: [ {id: "drucker_2022", relationship: "parallels"}, {id: "matuschak_working_notes", relationship: "parallels"} ], current_practice: "Highly relevant for articulating what automation hides in classification work.", gap: null, gap_metrics: null, amplified_interpolation: "Classification itself is interpolation work - organising, relating, connecting. Don't notice it until systems fail.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "kandinsky_1926", author: "Wassily Kandinsky", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Kandinsky, W. (1926) Point and Line to Plane. Dover Publications.", era: 1926, contribution: "Foundational text on visual grammar and abstract art. Point is the void, potential. Line is connection - something changed, noticed, the gap made visible. Plane is understanding that emerges from relationships. Explores forces, tensions, connections between visual elements. Shows how basic visual grammar creates meaning through relationships and transformations, not isolated elements.", friction_approach: "Deep engagement with visual elements required. Manual composition and careful consideration of forces between point, line, plane. Each placement decision matters. The friction of working with fundamental elements builds understanding of visual relationships. No templates - must feel tensions and connections directly.", interpolation_approach: "The line IS interpolation - the connection between points, the transformation made visible. Movement from point (void) through line (connection/change) to plane (understanding). Shows that meaning lives in relationships and transitions, not isolated elements. Visual transformation is the work. Gaps and connections are content.", amplification_method: "Working with point-line-plane amplifies visual understanding. Manual engagement with forces and tensions develops sensitivity to relationships. The friction of composition builds capability to see and create visual meaning. Understanding emerges from sustained work with transformations.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "visual art / art theory", diagram_type: "abstract visual composition", notes: "FOUNDATIONAL TEXT. Perfect theoretical backing for visual interpolation. Point→Line→Plane = Void→Connection→Understanding. Line as interpolation made visible. Forces and connections translate directly to diagrams and data vis. Essential vocabulary for talking about visual transformation. Maps perfectly to research framework.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Manual engagement with visual elements essential. Can't automate understanding of forces and tensions. Composition requires feeling relationships directly. Automated layouts would bypass the understanding that comes from working with point-line-plane transformations.", relationship_to_others: [ {id: "arnheim_1969", relationship: "parallels"}, {id: "drucker_2014", relationship: "foundational-to"}, {id: "albers_1963", relationship: "parallels"} ], current_practice: "Could use point-line-plane framework for talking about data transformation. Point=data, Line=transformation/interpolation, Plane=visualization/understanding.", gap: null, gap_metrics: null, amplified_interpolation: "The line literally IS interpolation - makes connection/transformation between points visible.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "trostli_1998", author: "Roberto Trostli", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Trostli, R. (1998) Rhythms of Learning: What Waldorf Education Offers Children, Parents & Teachers. Anthroposophic Press.", era: 1998, contribution: "Waldorf education philosophy exploring rhythms and oscillations in learning. Says learning happens through discovery, not receiving right answers. Brain areas work together in synchronized oscillations - rhythms in the gaps between states. Rebuilding students' ability to feel connections between inner and outer worlds. Learning through personal experience of mind, body, emotions together, not separated.", friction_approach: "Discovery requires friction. Students losing ability to learn through personal discovery when they just wait for answers. Rebuilding capacity to feel and see connections takes time and struggle. No shortcuts to genuine understanding. The friction of not-knowing and working through it builds trust and self-esteem.", interpolation_approach: "Oscillations happen IN THE GAPS. Brain rhythms between learning states. The spaces between inner and outer worlds where connections form. Understanding develops in transitions and rhythms, not just in moments of 'getting it'. The gaps are where discovery happens - where mind, body, emotions work together.", amplification_method: "Discovery amplifies self-esteem and trust in own learning. Personal experience - not handed answers - builds genuine capability. Rhythmic engagement amplifies understanding that instant answers can't. Mind-body-emotion integration amplifies learning beyond pure cognitive.", quote: "For many students, the process of learning through discovery has been replaced by waiting to be given the right answer. When students lose the ability to learn through personal discovery, they lose their own sense of trust and self-esteem.", img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "education / learning theory", diagram_type: null, notes: "HIGHLY RELEVANT. Direct parallel to research: automation (instant answers) removes discovery process where understanding develops. 'Oscillations in the gaps' maps perfectly to interpolation. Shows pattern in education - efficiency removes the friction where capability builds. Quote about waiting for answers vs discovery is perfect for automation critique.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Implicitly critical of instant-answer approaches. Discovery can't be automated. Personal experience and rhythmic engagement essential. Waiting for right answers (automation) removes the learning process itself.", relationship_to_others: [ {id: "albers_1963", relationship: "parallels"}, {id: "oliveros_2022", relationship: "parallels"}, {id: "krug_2000", relationship: "opposes"} ], current_practice: "Page 177 quote directly relevant. Oscillations in gaps concept could inform framework vocabulary.", gap: null, gap_metrics: null, amplified_interpolation: "Brain oscillations in the gaps - the rhythms between states where understanding forms.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "oliveros_2022", author: "Pauline Oliveros", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Oliveros, P. (2022) Quantum Listening: From Practice to Theory (to Practice Practice). Ignota Books.", era: 2022, contribution: "Deep Listening practice and philosophy. Listening itself as practice, not background to music-making. Says sustained attention to sound - environmental, bodily, mental - develops awareness and sensitivity. Makes listening active engagement rather than passive reception. [Reading now: how does she discuss gaps and spaces in sound? Relationship between attention and understanding?]", friction_approach: "Deep Listening requires sustained attention and practice. Can't be automated or shortcut. Listening deeply is difficult work - requires presence, patience, discipline. [Reading now: does she discuss friction of maintaining attention? The difficulty that builds capability?]", interpolation_approach: "Deep Listening is entirely about the gaps. Attending to what fills spaces between obvious sounds. Silence isn't empty - it's full of environmental sound, bodily sound, mental sound. The transitions and relationships between sounds. Her meditations focus on listening to what's normally ignored - the interpolation between intentional sounds.", amplification_method: "Practice of listening amplifies awareness and sensitivity. Sustained attention develops capability that casual listening doesn't. [Reading now: how does she describe what develops through practice? What does deep listening build that passive hearing doesn't?]", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 10, domain: "music / experimental composition / listening practice", diagram_type: null, notes: "Currently reading. Highly relevant for attention and practice. Deep Listening as embodied practice that can't be automated. Likely discusses gaps and spaces in sound. Pioneer of experimental music and listening-as-practice. Should connect strongly to Cage and Reed.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "non-automatable", automation_stance: "Listening practice can't be automated. Requires embodied presence and sustained attention. Manual engagement essential. [Reading now: how does she position technology in listening practice?]", relationship_to_others: [ {id: "cage_433_1952", relationship: "parallels"}, {id: "reed_2021", relationship: "parallels"}, {id: "cameron_1992", relationship: "parallels"} ], current_practice: "Currently reading. Could inform own practice around attention and engagement with process.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "cage_433_1952", author: "John Cage", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Cage, J. (1952) '4'33\"' [musical score]. Edition Peters.", era: 1952, contribution: "Four minutes thirty-three seconds of silence performed in three movements. Performer doesn't play instrument - just marks time. Piece IS the gap - makes audience aware of ambient sounds they'd normally ignore. Most radical statement about silence and interpolation in music. Says what's 'between' intentional sounds is music too. Forces engagement with what fills apparent emptiness.", friction_approach: "Extreme friction for performer and audience. Sitting through 'nothing' is difficult. Performer must resist playing. Audience must resist expectations. The constraint - don't play - creates maximum friction. This difficulty forces awareness of what's actually present in silence. Friction makes the invisible audible.", interpolation_approach: "The piece IS interpolation made audible. Four and a half minutes of pure gap. No 'music' - only what fills the space between. Ambient sounds, audience shuffling, environmental noise become the content. Shows that interpolation isn't empty - it's full of what we normally ignore. The gap is the work.", amplification_method: "Silence amplifies everything around it. Not-playing makes every small sound significant. Constraint amplifies awareness of what's present. The friction of sitting through 'nothing' develops sensitivity to environmental sound. Gap amplifies what surrounds it by making it impossible to ignore.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "music / experimental composition", diagram_type: "musical score / performance", notes: "PERFECT EXAMPLE. Most radical statement about gaps/interpolation. The piece IS the gap - literally nothing but interpolation. Shows that what fills 'empty' space matters. Iconic, everyone knows it. Perfect for explaining interpolation concept - the space between isn't empty, it's full of what automation makes invisible.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't be automated. Must be performed/experienced. The human engagement - sitting, listening, being present - is essential. Automation would eliminate the entire point. Manual presence in the gap is the work.", relationship_to_others: [ {id: "cage_silence_1961", relationship: "extends"}, {id: "poynton_2019", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: "The piece itself IS amplified interpolation - makes the gap impossible to ignore.", already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "cage_silence_1961", author: "John Cage", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Cage, J. (1961) Silence: Lectures and Writings. Wesleyan University Press.", era: 1961, contribution: "Lectures and writings on music, chance operations, silence, and indeterminacy. Uses experimental typography and spatial composition. Says silence (gaps) is as important as sound. Chance operations and systematic constraints create friction that reveals unexpected possibilities. Process and scores are as important as performances. Embraces uncertainty and what can't be controlled.", friction_approach: "Embraces friction through constraints and chance. Uses I Ching and other systematic methods to introduce difficulty. Says accepting what you didn't intend is essential. Resistance to easy choices or habits. Friction of chance operations forces engagement with unexpected outcomes. The struggle with constraints builds new understanding.", interpolation_approach: "Silence is the gap that gives sound meaning. Empty space (in scores, in music, in text) is active element. The spaces between notes, between words, between intentions matter as much as filled moments. Interpolation made audible and visible. Understanding lives in relationships and gaps.", amplification_method: "Constraints and chance amplify capability by forcing exploration beyond habits. Silence amplifies sound. Gaps amplify what surrounds them. Systematic difficulty develops sensitivity to what's unexpected. Manual engagement with process - not just outcomes - builds artistic understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 9, domain: "music / experimental composition", diagram_type: "graphic scores / experimental notation", notes: "KEY INFLUENCE. Cage's work on silence/gaps directly relevant to interpolation. His use of constraints and chance shows productive friction. Experimental typography in books demonstrates visual thinking. Says process matters more than product. Embraces difficulty and uncertainty as creative tools.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Resists automation of creative decisions. Uses chance to disrupt control, not to eliminate engagement. Manual process essential - performer interprets scores, doesn't just execute. Embraces friction of indeterminacy.", relationship_to_others: [ {id: "concrete_poetry", relationship: "parallels"}, {id: "molnar_1960s", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "concrete_poetry", author: "Concrete Poetry movement", entity_type: "methodology", practice_type: "Diagrammatic/Visual", book_ref: "Various (1950s-1970s). Concrete Poetry movement - Eugen Gomringer, Augusto de Campos, Ian Hamilton Finlay, Mary Ellen Solt, Emmett Williams.", era: 1955, contribution: "Poetry where visual arrangement is as important as words themselves. Uses space, gaps, typography, layout to create meaning. Text becomes visual/spatial diagram. The relationships between words - distances, positions, scales - are the poem. Form and content are inseparable. Manual arrangement of type in space creates understanding that linear text can't convey.", friction_approach: "High friction in composition. Each placement decision matters. Manual arrangement of type in space requires sustained engagement. No templates - every poem is bespoke spatial problem. The difficulty of working with gaps and relationships builds understanding of how visual form creates meaning.", interpolation_approach: "Entirely about gaps and relationships. The space between words is as important as words themselves. Meaning lives in visual connections, distances, arrangements. Interpolation made visible through typography. Understanding happens through seeing relationships, not just reading linearly.", amplification_method: "Manual spatial composition amplifies understanding of how form creates meaning. Working with gaps between elements reveals what linear text hides. The friction of arranging type develops sensitivity to visual relationships. Making explicit the spaces between amplifies poetic capability.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "poetry / typography / visual language", diagram_type: "concrete poetry / visual text", notes: "HIGHLY RELEVANT. Perfect example of practice where gaps and spatial relationships create meaning. Unlike normal text - uses space as active element. Shows how manual arrangement of elements (words as data points) builds understanding. Direct parallel to research: the spaces between are where meaning happens.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Can't be automated - spatial relationships are manually composed. Automated text layout would eliminate the gaps and relationships that are the work. Manual arrangement essential.", relationship_to_others: [ {id: "drucker_2022", relationship: "parallels"}, {id: "arnheim_1969", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "reas_fry_2010", author: "Casey Reas & Chandler McWilliams", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Reas, C. and McWilliams, C. (2010) Form+Code in Design, Art, and Architecture. Princeton Architectural Press.", era: 2010, contribution: "Breaks down computational art and design by showing actual code. Not a gallery - teaches how generative work is made through code examples. Shows transformation from code to visual form explicitly. Code as creative material where manual engagement builds understanding. Demonstrates that even in computational practice, the friction of coding is where expertise develops.", friction_approach: "Code is the friction. Book shows actual code, not outputs from tools. Must work through programming to understand how forms are generated. No templates or automation - manual coding required. The difficulty of translating visual ideas into code is where learning happens. Breaking down examples teaches through engagement with process.", interpolation_approach: "Entirely about code-to-form transformation. Shows how algorithms become visuals. The gap between intention and output made explicit through code. Understanding lives in working through how transformation happens line by line. Makes interpolation visible - can see exactly how one state becomes another.", amplification_method: "Manual coding amplifies understanding of generative systems. Working through code examples builds capability that using tools doesn't. Breaking down how things are made - showing actual code - amplifies learning. Friction of programming develops expertise in computational form-making.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "computational art / generative design", diagram_type: "code-based generative work", notes: "HIGHLY RELEVANT. Perfect example of computational practice where code is productive friction. Shows that even in digital work, manual engagement matters. Not saying 'use this tool' but 'here's the actual code' - transparency over automation. Demonstrates research argument in computational domain. Casey Reas co-created Processing - influential practitioner.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "early-automation", automation_stance: "Resists automation by showing code. Teaches manual programming over tool use. Makes transformation explicit rather than hiding in software. Code as engagement with process, not obstacle to outcomes. Computational but anti-black-box.", relationship_to_others: [ {id: "d3_interpolate", relationship: "parallels"}, {id: "maeda_2019", relationship: "parallels"}, {id: "molnar_1960s", relationship: "extends"} ], current_practice: "Relevant to own computational practice. Shows how code can expose rather than hide transformation. Could inform how to teach data vis - show actual code and transformations rather than tool outputs.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "matuschak_working_notes", author: "Andy Matuschak", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Matuschak, A. (ongoing) 'Working Notes'. Available at: https://notes.andymatuschak.org", era: 2019, contribution: "Public working notes demonstrating 'working with the garage door up' practice. Shows thinking environment and transformation process openly - messy, incomplete, evolving notes written for self but shared publicly. Anti-marketing: reveals friction, uncertainty, and iteration rather than polished outputs. Evergreen notes system makes knowledge-building process visible. Demonstrates how sharing process amplifies understanding for both maker and audience.", friction_approach: "Makes friction visible deliberately. Shows uncertainty, incomplete thinking, rough notes. 'Work with the garage door up' means letting people see the difficult, messy parts - choosing colour palettes, trimming artichokes, problems that don't work. Friction isn't hidden behind polish. The struggle of thinking and making is the content.", interpolation_approach: "Entire practice reveals interpolation. Notes show transformation from rough thinking to developed ideas. Links between concepts make gaps and connections visible. Process of building understanding over time is exposed, not just finished thoughts. The space between not-knowing and knowing is the work.", amplification_method: "Public process amplifies learning for both maker and audience. Writing notes for self builds understanding through articulation. Sharing process lets others learn from transformation work. 'I want to see the process' - watching someone work amplifies capability more than seeing finished outputs. Anti-marketing as amplification through transparency.", quote: "I want to see the process. I want to see you trim the artichoke. I want to see you choose the colour palette.", img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "knowledge work / public learning", diagram_type: "evergreen notes / digital garden", notes: "FOUNDATIONAL PRACTICE EXAMPLE. Perfect demonstration of research framework - makes friction and interpolation visible, amplifies through sharing. 'Work with the garage door up' is exactly what research advocates: showing transformation work rather than hiding it. Anti-marketing = anti-automation smoothness. Could be methodology as well as reference.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Resists polished, automated presentation. Manual note-making and linking. Shares messy process over smooth outputs. Shows transformation work rather than hiding it. Digital tools used to expose process, not eliminate friction.", relationship_to_others: [ {id: "cameron_1992", relationship: "parallels"}, {id: "drucker_2022", relationship: "parallels"}, {id: "maurer_wouters_2024", relationship: "parallels"} ], current_practice: "Highly relevant to own research practice. Working with garage door up through Observable notebooks, showing thinking and making process. Could be explicit methodology for research communication.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: "Andy Matuschak - working on knowledge systems and learning. Potential collaborator or person to discuss research with.", who_benefits: null }, { id: "leborg_2006", author: "Christian Leborg", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Leborg, C. (2006) Visual Grammar: A Design Handbook. Princeton Architectural Press.", era: 2006, contribution: "Visual dictionary and primer on fundamental aspects of graphic design. Provides vocabulary for speaking about visual concepts - dimension, format, volume, form, colour, saturation, repetition, mirroring, movement, displacement, symmetry, balance. Makes explicit the visual language designers use. Reference for articulating visual thinking and communicating about visual work.", friction_approach: "[Need to verify: does he discuss process or just outcomes? Likely focuses on understanding visual concepts rather than making process. May not explicitly address friction in practice.]", interpolation_approach: "Entire book about visual relationships and transformations. Shows how visual elements relate - symmetry, balance, direction, variation, displacement. Making explicit the gaps and connections between visual concepts. Helps articulate what happens between visual states and how elements transform.", amplification_method: "Vocabulary amplifies capability to think and communicate about visual work. Making tacit visual knowledge explicit builds understanding. Reference tool that supports practitioners in articulating what they know through making. Language amplifies ability to discuss and refine visual decisions.", quote: null, img: null, relevance_to_research: 8, friction_score: null, interpolation_score: 8, amplification_score: 8, practice_vs_theory: 6, domain: "graphic design / visual language", diagram_type: "visual reference / design vocabulary", notes: "Relevant for communication challenge in research. Practitioners struggle to articulate why manual visual work matters because knowledge is tacit. This book provides vocabulary for making visual thinking explicit. Could support framework for discussing what automation removes when it hides visual transformation work.", stance_to_research: "supporting", framework_coverage: { friction: null, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Neutral on automation but provides tools for articulating what manual visual work involves. Making visual decisions explicit could help practitioners communicate what automated tools hide.", relationship_to_others: [ {id: "arnheim_1969", relationship: "extends"}, {id: "drucker_2014", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "anderson_2018", author: "Laurie Anderson", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Anderson, L. (2018) All the Things I Lost in the Flood. Rizzoli.", era: 2018, contribution: "Multimedia artist working across performance, music, visual art, storytelling. Massive on friction in creative practice - experimental voice manipulation, difficult lyrical content, challenging audiences. Works at intersection of analog and digital, making transformation processes central to art. Shows how friction across multiple media builds artistic understanding and connection.", friction_approach: "Embraces friction extensively. Voice changes and manipulation create deliberate difficulty. Performance work challenges audiences with experimental approaches. Lyrics push boundaries. Works across multiple media where friction of translation between forms is the practice itself. The struggle with materials, technology, and audience expectation is where the art happens.", interpolation_approach: "Entire practice lives in gaps between media. Sound to visual, performance to text, analog to digital, artist to audience. Transformation between forms is the work - not hiding the gaps but making them visible and experiential. Stories and performances reveal the spaces between what's said and what's meant, what's lost and what remains.", amplification_method: "Constantly amplifies through collaboration, interactives, and sharing. Encourages audience engagement and challenge. Cross-disciplinary work amplifies understanding - working between sound, image, performance, text builds capability none alone could. Shares process openly, inviting others into transformation work. Amplification through generosity and openness.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "performance art / multimedia", diagram_type: "multimedia performance / cross-disciplinary practice", notes: "SUPERSTAR FOR RESEARCH. Perfect example of practitioner who embraces friction across multiple domains. Shows how experimental, difficult work builds understanding and connection. Amplifies through collaboration and sharing. Co-authored Lou Reed's tai chi book - deep understanding of embodied practice. Demonstrates friction/interpolation/amplification across entire career.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Uses technology experimentally to create friction, not eliminate it. Digital tools employed to challenge and transform, not smooth over. Values difficulty in human-technology relationship. Shows how tech can amplify friction rather than remove it.", relationship_to_others: [ {id: "reed_2021", relationship: "collaborator"}, {id: "rubin_2023", relationship: "parallels"}, {id: "maurer_wouters_2024", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: "Already connected through Lou Reed collaboration. Deep practitioner knowledge of friction and transformation.", who_benefits: null }, { id: "turkle_2015", author: "Sherry Turkle", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Turkle, S. (2015) Reclaiming Conversation: The Power of Talk in a Digital Age. Penguin Press.", era: 2015, contribution: "Argues face-to-face conversation has essential friction that digital communication eliminates. Says real conversation involves discomfort, pauses, boredom, uncertainty - all valuable. Digital smoothness removes awkwardness but also removes depth and empathy development. Claims we're losing capacity for real connection through efficiency of texts and messages. Advocates for deliberate return to 'high-friction' conversation.", friction_approach: "Face-to-face conversation is productively high-friction. Awkward pauses, reading body language, navigating disagreement, sitting with discomfort - all essential. Digital communication removes this friction, making interaction smooth but superficial. Says we avoid conversation because it's difficult, choosing frictionless texting instead. The friction is where empathy and understanding develop.", interpolation_approach: "Real conversation lives in the gaps - pauses, silences, nonverbal cues, moment between speaking and responding. Digital communication eliminates these spaces, making everything instant and explicit. The gaps where we read each other, adjust, interpret are where connection happens. Seamless messaging removes the interpolation work that builds relationships.", amplification_method: "Conversational friction amplifies empathy and understanding. Difficulty of real-time interaction builds social capacity. Navigating awkwardness develops emotional intelligence. Sitting with pauses and uncertainty creates deeper connection. Digital smoothness eliminates the struggle where relational skills develop.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 9, domain: "technology and society / communication", diagram_type: null, notes: "HIGHLY RELEVANT. Direct argument for productive friction in human domain. Shows same pattern as research - smoothness eliminates gaps where expertise (in this case social/emotional capability) develops. Perfect parallel: digital 'efficiency' removes the friction where understanding builds. Could cite for articulating friction's value beyond technical domains.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Critical of digital communication's smoothness. Says efficiency eliminates essential difficulty. Instant messaging and social media remove the friction where empathy develops. Automation of connection creates superficial relationships without depth. Advocates for deliberately choosing high-friction conversation.", relationship_to_others: [ {id: "maurer_wouters_2024", relationship: "parallels"}, {id: "honore_2004", relationship: "parallels"}, {id: "krug_2000", relationship: "opposes"} ], current_practice: null, gap: "When digital communication eliminates conversational friction, people lose capacity for difficult conversations. Can't navigate disagreement, sit with awkwardness, or read nuance. Smooth interaction creates social incapability.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "poynton_2019", author: "Robert Poynton", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Poynton, R. (2019) Do Pause: You Are Not a To Do List. Do Book Company.", era: 2019, contribution: "Short book advocating for pausing as essential practice, not waste of time. Argues constant doing eliminates space for thinking, reflecting, noticing. Says pauses create gaps where understanding and creativity emerge. Challenges productivity culture that treats every moment as opportunity for action. Makes case for deliberate stopping as productive, not lazy.", friction_approach: "Pause as productive friction. Stopping creates resistance to constant motion and efficiency demands. The difficulty of not-doing in productivity culture is where value lives. Deliberate gaps slow things down in ways that amplify rather than impede. Friction of pausing reveals what rushing hides.", interpolation_approach: "Explicitly about the gaps. Pauses are the spaces between actions where understanding happens. The gap between doing and doing again is where meaning emerges. Says we eliminate these spaces in pursuit of efficiency, losing what makes work meaningful. Bringing out the gap through deliberate pausing.", amplification_method: "Pausing amplifies awareness and understanding. Stopping allows reflection that constant motion prevents. The space created by not-doing lets practitioners see patterns, make connections, develop judgement. Gaps amplify what came before and prepare for what comes next.", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "productivity / mindfulness", diagram_type: null, notes: "HIGHLY RELEVANT. Read and valued for research. Directly addresses gaps and spaces between actions - core to interpolation concept. Says productivity culture eliminates the pauses where understanding develops. Perfect parallel to research argument about automation eliminating transformation gaps. 'Bringing out the gap' phrase particularly useful.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Implicitly critical of automation's elimination of gaps. Constant doing and instant responses remove space for reflection. Productivity culture and automation both eliminate pauses where meaning emerges. Advocates for deliberate resistance to seamless flow.", relationship_to_others: [ {id: "honore_2004", relationship: "parallels"}, {id: "rubin_2023", relationship: "parallels"}, {id: "ries_2011", relationship: "opposes"} ], current_practice: "Read and using concepts in research. 'Bringing out the gap' connects directly to interpolation framework. Could cite for articulating why gaps matter.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "honore_2004", author: "Carl Honoré", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Honoré, C. (2004) In Praise of Slowness: How a Worldwide Movement is Challenging the Cult of Speed. Orion.", era: 2004, contribution: "Manifesto for slow movement across domains - slow food, slow cities, slow work. Argues modern culture's obsession with speed is counterproductive. Says slowing down improves quality, depth, and satisfaction. Critiques efficiency mindset that treats speed as only value. Advocates for deliberate pace that allows engagement and craft. [Need to read: does he discuss expertise development through slowness?]", friction_approach: "Embraces friction of slowness. Says speed eliminates depth and quality. Rushed work means superficial engagement. Time pressure removes space for craft and careful attention. Advocates for deliberate pace that allows proper engagement with work. Slowness as resistance to efficiency culture. [Need to read: does he explicitly discuss productive difficulty vs time-wasting?]", interpolation_approach: "[Need to read: does he discuss gaps and transformation? Likely argues that slowness reveals transitions and processes that speed eliminates. Time to dwell in the space between states allows understanding speed bypasses.]", amplification_method: "Slowness amplifies quality and depth. Taking time allows proper engagement that builds expertise. Deliberate pace means practitioners can attend to detail and develop judgement. Speed eliminates the sustained engagement where understanding develops. [Need to read: does he discuss craft and skill development explicitly?]", quote: null, img: null, relevance_to_research: 9, friction_score: 9, interpolation_score: null, amplification_score: 9, practice_vs_theory: 8, domain: "cultural criticism / lifestyle", diagram_type: null, notes: "Highly relevant cultural critique of speed and efficiency. Provides broader context for research argument - not just about tools but cultural values. Slow movement parallels research position about friction and sustained engagement. Could provide vocabulary for articulating why speed eliminates expertise.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: null, amplification: true }, automation_context: "pre-automation", automation_stance: "Implicitly critical of automation's speed obsession. Argues against efficiency as only value. Slowness as resistance to rush culture that automation enables. Cultural critique applies to automation removing time for engagement.", relationship_to_others: [ {id: "rubin_2023", relationship: "parallels"}, {id: "cameron_1992", relationship: "parallels"}, {id: "ries_2011", relationship: "opposes"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "dignazio_klein_2020", author: "Catherine D'Ignazio & Lauren Klein", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "D'Ignazio, C. and Klein, L. F. (2020) Data Feminism. MIT Press.", era: 2020, contribution: "Framework applying intersectional feminist thinking to data science. Argues data work embeds power structures and must centre context, pluralism, and human experience. Critiques objectivity myth - says all data work involves interpretation and values. Advocates for making labour visible, valuing emotion and embodiment, embracing pluralism over singular 'correct' views.", friction_approach: "Values friction in data work. Says cleaning, transforming, interpreting data involves human decisions that shouldn't be hidden or automated away. Labour should be visible and credited. Context and interpretation are essential, not obstacles. Opposes streamlining that removes human judgement from data transformation.", interpolation_approach: "Emphasises the gaps and transformations in data work - from experience to numbers, numbers to visualisation, visualisation to meaning. Says these translations involve power and interpretation. The spaces between are where values enter. Automation hides these crucial transformation decisions.", amplification_method: "Human engagement amplifies context and meaning. Embodied, situated knowledge reveals what 'objective' automated analysis misses. Pluralism - multiple perspectives on same data - amplifies understanding beyond singular interpretations. Making labour visible amplifies recognition of interpretive work.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "data science / data visualisation", diagram_type: "theoretical framework", notes: "KEY TEXT. Directly relevant to data vis domain. Makes explicit the power and interpretation in data transformation. Strong argument against automation hiding human decisions. Perfect complement to research - they focus on ethics/power, research focuses on expertise, but both argue for visible, engaged transformation work.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "automation-critical", automation_stance: "Critical of automation hiding labour, decisions, and context. Says 'objective' automated data work obscures the human interpretation and values embedded in transformation. Advocates for visible process, credited labour, contextualised interpretation. Opposes seamless automation.", relationship_to_others: [ {id: "lupi_2017", relationship: "parallels"}, {id: "drucker_2014", relationship: "parallels"}, {id: "posavec_lupi_2016", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: "Catherine D'Ignazio and Lauren Klein - working on ethics and power in data. Could be interested in expertise/automation angle.", who_benefits: null } ]3d:Tf96e,positiveData = [ { id: "maurer_wouters_2024", author: "Luna Maurer & Roel Wouters", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Maurer, L. and Wouters, R. (2024) 'Designing Friction: A call for friction in digital culture'. Hato Press. Available at: https://designingfriction.com", era: 2024, contribution: "Manifesto arguing friction is essential to humanness and connection. Critiques digital technology's pursuit of frictionless seamlessness - convenience, immediacy, predictability eliminate physical resistance and autonomy. Says complete removal of friction means standing still. Proposes designing friction as fundamental principle: embrace discomfort, time delay, bodily engagement, unpredictability. Make space for humanness in digital technology.", friction_approach: "Central thesis - friction is essential, not obstacle. Physical resistance creates engagement and care. Digital seamlessness eliminates bodily interaction, turns everything into screen swipes. Proposes deliberately designing friction: discomfort helps discovery, slowness allows depth, physical engagement creates connection. Friction perceived as obstacle is actually possibility for connection.", interpolation_approach: "Describes loss of gaps in digital experience - instant gratification eliminates desire and waiting. Predictability removes space between action and outcome. Seamlessness hides transformation processes. Argues for restoring gaps: time delays fuel longing, unpredictability creates possibility, discomfort allows discovery of what's between states.", amplification_method: "Friction amplifies humanness and aliveness. Bodily engagement amplifies depth and connection. Discomfort amplifies learning. Slowness amplifies presence in the now. Unpredictability amplifies autonomy. The manifesto itself demonstrates how friction creates richer experience than seamless convenience.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 9, amplification_score: 10, practice_vs_theory: 9, domain: "digital culture / interaction design", diagram_type: "design manifesto", notes: "KEY TEXT. Direct articulation of friction as valuable, not obstacle. Makes same argument as research but from digital culture angle. Perfect complement - they focus on interaction/experience, research focuses on expertise/transformation. Both argue automation eliminates essential friction. Could be foundational reference for theoretical framing.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "automation-critical", automation_stance: "Explicitly critical of frictionless digital culture. Argues seamlessness eliminates humanness, autonomy, connection. Says predictability and convenience are losses, not gains. AI dependency threatens autonomy. Proposes friction as resistance to automation's smoothness. Strong opposing voice to efficiency culture.", relationship_to_others: [ {id: "lupi_2017", relationship: "parallels"}, {id: "drucker_2022", relationship: "parallels"}, {id: "digital_transformation", relationship: "opposes"}, {id: "nocode_movement", relationship: "opposes"} ], current_practice: "Directly relevant to research position. Provides vocabulary and theoretical backing for valuing friction. Could cite extensively in framing argument about automation eliminating expertise.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: "Luna Maurer and Roel Wouters - working on same problem from design angle. Potential collaborators or people to discuss research with.", who_benefits: null }, { id: "drucker_2014", author: "Johanna Drucker", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Drucker, J. (2014) Graphesis: Visual Forms of Knowledge Production. Harvard University Press.", era: 2014, contribution: "Theory about diagrams as knowledge production, not just illustration. Says visual forms need human judgement. Created the term 'graphical epistemology' - how arranging things visually creates understanding.", friction_approach: "Manual layout decisions when making theoretical diagrams. Arranges elements by hand to build arguments. No templates or automation.", interpolation_approach: "Shows gaps between concepts. Makes visible the space between ideas that text can't show.", amplification_method: "Careful placement forces engagement with how concepts relate. The arranging process itself builds understanding.", quote: null, img: null, relevance_to_research: 9, friction_score: 7, interpolation_score: 9, amplification_score: 8, practice_vs_theory: 6, domain: "graphic design theory", diagram_type: "theoretical/conceptual", notes: "Key source for vocabulary and theory. Bridges practice and theory. Makes diagrams legitimate as research method.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "automation-critical", automation_stance: "Critical of algorithmic vis. Argues for human judgement in visual knowledge. Resists treating visual thinking as just computation.", relationship_to_others: [], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "molnar_1960s", author: "Vera Molnár", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Molnár, V. (various works, 1960s-present). Computational art practice.", era: 1968, contribution: "Pioneer of computational art. Shows friction in both making and choosing. Makes systematic variations with algorithms, then manually picks the 'right' ones. Proves computation can help explore without replacing human choice.", friction_approach: "Makes lots of variations (early hand-drawn, later coded). Then manually selects which ones work. Friction in both making and choosing.", interpolation_approach: "Each variation shows a different state. The whole series maps the space of possibilities. Shows the gaps between 'right' and 'wrong' through systematic trying.", amplification_method: "Making and choosing many variations builds understanding of composition. Develops aesthetic judgement that couldn't come from single works.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "computational art", diagram_type: "artistic/generative systematic variations", notes: "Perfect example of iterative diagrammatic series with manual selection. Shows exactly the two-stage friction model I'm investigating.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "early-automation", automation_stance: "Uses computation to explore but keeps human judgement for selection. Won't let algorithms decide outcomes. Balanced approach to automation.", relationship_to_others: [ {id: "drucker_2014", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "tufte_1983", author: "Edward Tufte", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Tufte, E. R. (1983) The Visual Display of Quantitative Information. Graphics Press.", era: 1983, contribution: "Set principles for data vis focused on clarity and efficiency. Says maximise data-ink ratio and remove 'chart junk'. Influential for information graphics standards. But focuses on output quality, not process.", friction_approach: "Says make careful design decisions. Opposes unnecessary decoration. But doesn't talk about friction in the making process - just wants clean outputs.", interpolation_approach: "Shows data transformations through comparisons (good vs bad vis). Demonstrates how visual choices reveal or hide patterns.", amplification_method: "Visual comparisons show what makes effective communication. Side-by-side examples show how design impacts understanding.", quote: null, img: null, relevance_to_research: 7, friction_score: 5, interpolation_score: 6, amplification_score: 7, practice_vs_theory: 5, domain: "data visualisation", diagram_type: "data-driven statistical graphics", notes: "Important historical reference for data vis standards. Influential but doesn't address expertise through friction. Outcome-focused, not process-focused.", stance_to_research: "contextual", framework_coverage: { friction: false, interpolation: true, amplification: false }, automation_context: "pre-automation", automation_stance: null, relationship_to_others: [ {id: "drucker_2014", relationship: "extended-by"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "calvert_interpolate_2024", author: "Sheena Calvert", entity_type: "project", practice_type: "Embodied/Manual Practice", book_ref: "Calvert, S. (2024) 'Interpolate: BA Graphics Research Project'. University of the Arts London. https://www.arts.ac.uk/colleges/camberwell-college-of-arts/stories/interpolate-ba-graphics-research-project-sheena-calvert-tells-us-more-about-their-trip-to-canada", era: 2024, contribution: "Graphics research exploring interpolation through Indigenous knowledge and traditional crafts in Canada. Looks at how manual making reveals understanding that digital tools hide. Uses interpolation as both concept and practice.", friction_approach: "Works with traditional craft (weaving, beadwork, carving) where friction and manual work are built-in. Explores how slower, tactile processes create different understanding than digital.", interpolation_approach: "Directly investigates interpolation two ways: as graphic design concept (in-between frames, transformation) and as cultural practice (gaps between knowledge systems, Indigenous and Western translation).", amplification_method: "Manual craft processes amplify understanding of transformation and connection. Traditional making friction reveals relationships that digital shortcuts hide.", quote: null, img: null, relevance_to_research: 8, friction_score: 8, interpolation_score: 10, amplification_score: 7, practice_vs_theory: 8, domain: "graphic design practice", diagram_type: "craft-based exploration", notes: "Recent UAL project using 'interpolation' directly. Shows cross-cultural application. Laura shared this as relevant.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Explores manual craft as alternative to digital tools. Looks at what gets lost translating from physical to digital.", relationship_to_others: [], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "marenko_2025", author: "Betti Marenko", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Marenko, B. (2025) The Power of Maybes: Machines, Uncertainty and Design Futures. Bloomsbury.", era: 2025, contribution: "Explores uncertainty in human-machine relationships. Challenges both dystopian and utopian views of technology. Philosophy of design futures - how uncertainty opens new ways of living alongside machines. [Need to read: how does this relate to friction/interpolation in making?]", friction_approach: "[Unknown - need to read. Does she discuss friction in design/making process? Or friction as productive uncertainty?]", interpolation_approach: "[Unknown - need to read. 'Maybes' suggests in-between states, neither dystopia nor utopia. Gap between human and machine? Between certainty and uncertainty?]", amplification_method: "[Unknown - need to read. Does uncertainty amplify something? Does living with 'maybes' build different understanding?]", quote: null, img: null, relevance_to_research: null, friction_score: null, interpolation_score: null, amplification_score: null, practice_vs_theory: null, domain: "design philosophy", diagram_type: null, notes: "Recommended by David Frame at CSM. Design Transforms lecture series. Combines philosophy, design, technology. Focus on uncertainty and futures. Could be relevant for theoretical framing of automation/human relationships.", stance_to_research: "unknown", framework_coverage: { friction: null, interpolation: null, amplification: null }, automation_context: "current-automation", automation_stance: "Explores living/thinking alongside machines rather than fearing or celebrating them. Third way beyond dystopia/utopia.", relationship_to_others: [], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "rubin_2023", author: "Rick Rubin", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Rubin, R. (2023) The Creative Act: A Way of Being. Canongate Books.", era: 2023, contribution: "Music producer's philosophy of creative process. Says creativity is about receptivity, attention, and being present through the making. Values patience and letting work develop rather than forcing outcomes. Argues the process of making builds the maker - expertise comes from sustained engagement, not shortcuts.", friction_approach: "Highly values slowness and difficulty in creative work. Says sitting with uncertainty and allowing things to develop is essential. Opposes rushing or forcing. Friction isn't obstacle - it's where the work happens. Patience and presence through difficulty build understanding.", interpolation_approach: "Talks about the gap between hearing something internal and making it external. The space between idea and execution is where creative work lives. Transformation from raw material to finished work requires interpretive engagement at every stage.", amplification_method: "Presence and attention amplify understanding. Being fully engaged with each moment of making builds awareness that can't come from automation or shortcuts. The slow, manual process develops the practitioner's sensitivity and judgement.", quote: null, img: null, relevance_to_research: 8, friction_score: 9, interpolation_score: 8, amplification_score: 9, practice_vs_theory: 9, domain: "music production", diagram_type: null, notes: "Practitioner philosophy from legendary producer. Strong parallels to research position about expertise through friction. Shows same pattern in music: automation bypasses the interpretive work where understanding develops. Very relevant for articulating why manual engagement matters.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Implicitly critical of automation shortcuts in creative work. Values human presence and manual engagement. Argues efficiency mindset misses what makes creative practice meaningful. The slow, difficult path builds something automation can't replicate.", relationship_to_others: [], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "cameron_1992", author: "Julia Cameron", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Cameron, J. (1992) The Artist's Way: A Spiritual Path to Higher Creativity. Souvenir Press.", era: 1992, contribution: "Creative recovery programme centred on daily manual practices. Morning pages (three handwritten pages daily) and artist dates. Says creativity is unblocked through consistent, manual engagement with the process. The practice itself builds creative capacity - not about output quality.", friction_approach: "Deliberately builds friction into creative practice. Morning pages must be handwritten, done daily, three full pages. The friction is the point - showing up every day regardless of mood builds creative muscle. Manual writing slows thinking enough to surface what's hidden.", interpolation_approach: "Morning pages surface the gap between conscious and unconscious thinking. Stream-of-consciousness writing reveals transformation from internal to external. Makes visible what automation (typing, editing) would hide. The space between thought and written word is where discovery happens.", amplification_method: "Daily manual practice amplifies self-understanding. The friction of handwriting every morning builds awareness that thinking alone doesn't. Engagement with the process - not the output - develops creative capacity. Twelve weeks of consistent practice transforms how you see your own work.", quote: null, img: null, relevance_to_research: 9, friction_score: 10, interpolation_score: 8, amplification_score: 10, practice_vs_theory: 10, domain: "creative practice", diagram_type: null, notes: "Currently using as active research method. Week one of morning pages practice. Perfect example of friction amplifying understanding - manual writing reveals what's hidden. Directly demonstrates research position through personal practice. Could be methodology as well as reference.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Explicitly requires manual handwriting. Says typing doesn't work - the friction of handwriting is essential. Directly opposes automation of creative process. The difficulty is where the value lives.", relationship_to_others: [ {id: "rubin_2023", relationship: "parallels"} ], current_practice: "Active research method. Started morning pages week one. Using to surface tacit knowledge about own creative process and friction in making.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "reed_2021", author: "Lou Reed", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Reed, L. and Anderson, L. (2021) The Art of the Straight Line: My Tai Chi. Spiegel & Grau.", era: 2021, contribution: "Musician's account of tai chi practice. [Need to read: how does he describe the relationship between slow practice and understanding? Does he discuss expertise through repetition?]", friction_approach: "Tai chi is inherently high-friction practice - slow, deliberate, repetitive movements. Form must be learned through body not just watching. Years of practice to understand basic principles. [Need to read: does he value this slowness? Discuss the necessity of difficulty?]", interpolation_approach: "Tai chi practice is all about interpolation - smooth transitions between postures, continuous transformation through movement. The gaps between forms are as important as the forms themselves. Understanding comes from moving through transitions manually, repeatedly. [Need to read: does he articulate this explicitly?]", amplification_method: "Slow, manual practice amplifies body awareness. Repetition of forms builds understanding that can't be taught - only experienced. The friction of practice develops sensitivity to movement, balance, energy. [Need to read: how does he describe what years of practice built in him?]", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "martial arts / movement practice", diagram_type: null, notes: "Highly relevant to research - embodied practice that demonstrates friction amplifying interpolation. Connects to own decades of tai chi practice. Could bridge between physical practice and data vis/design practice. Shows same principles across domains.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "non-automatable", automation_stance: "Tai chi can't be automated - must be learned through body over years. Watching videos or reading can't replace manual practice. Direct parallel to research argument about expertise.", relationship_to_others: [ {id: "cameron_1992", relationship: "parallels"}, {id: "rubin_2023", relationship: "parallels"} ], current_practice: "Connects to own decades of tai chi, silk reeling, internal martial arts practice. Could use embodied knowledge from movement practice to articulate friction/interpolation in other domains.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "meadows_2008", author: "Donella Meadows", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Meadows, D. H. (2008) Thinking in Systems: A Primer. Chelsea Green Publishing.", era: 2008, contribution: "Classic text on systems thinking. Shows how to understand complex systems through stocks, flows, feedback loops, delays. Says systems can't be understood through isolated facts - must trace relationships and transformations. Mental models built through working with systems, not just reading about them.", friction_approach: "Systems thinking requires manual engagement with complexity. Drawing stock-and-flow diagrams, tracing feedback loops, working through delays - all high-friction activities. Can't shortcut to understanding. Must work through examples to build mental models. The difficulty of mapping systems is where learning happens.", interpolation_approach: "Entirely about interpolation. Systems thinking is understanding the flows between stocks, the transformations between states, the gaps where delays happen. The relationships between elements matter more than elements themselves. Understanding lives in the transitions, not the nodes.", amplification_method: "Manual mapping of systems amplifies understanding of relationships. Drawing diagrams forces explicit thinking about connections. Working through feedback loops by hand builds intuition that passive reading can't. Engagement with transformation processes develops systems literacy.", quote: null, img: null, relevance_to_research: 9, friction_score: 8, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 7, domain: "systems thinking", diagram_type: "systems diagrams / stock-flow models", notes: "Highly relevant for theoretical framing. Systems thinking is exactly about understanding transformations between states - core to research question. Shows that expertise in complexity requires manual engagement with relationships. Could provide vocabulary for talking about interpolation in other domains.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Implicitly critical of reductionist automation. Says systems can't be understood by breaking into parts - must engage with whole. Automated analysis misses emergent properties. Understanding requires manual working-through of relationships.", relationship_to_others: [ {id: "drucker_2014", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "drucker_2022", author: "Johanna Drucker", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Drucker, J. (2022) Diagrammatic Writing. Onomatopee.", era: 2022, contribution: "Making diagrams as a form of thinking and writing, not just illustration. Says diagrammatic practice is epistemic - it produces knowledge through the act of making. Drawing diagrams is how understanding develops. The manual work of arranging, relating, connecting is where thought happens. Legitimises diagram-making as research method.", friction_approach: "High friction in making diagrams - decisions about placement, connections, hierarchy, visual relationships. Each mark is a theoretical claim. The struggle to arrange elements visually forces explicit thinking about relationships. Manual diagramming builds understanding that automated layouts bypass entirely.", interpolation_approach: "Diagrams make visible the relationships between concepts - the gaps, connections, transformations. Spatial arrangement shows what text can't. The process of making diagrams surfaces the interpolation between ideas. Understanding lives in how things connect, not just what they are.", amplification_method: "Manual diagram-making amplifies understanding through spatial reasoning. The friction of placing, connecting, revising forces engagement with relationships. Drawing and redrawing builds theoretical understanding that reading alone can't. The making process is the research method.", quote: null, img: null, relevance_to_research: 10, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "graphic design theory / research methods", diagram_type: "theoretical/conceptual diagrams as research practice", notes: "KEY TEXT. Central to research methodology. Directly legitimises making diagrams as way of thinking through friction/interpolation question. Provides theoretical framework for practice-led research using diagrammatic methods. Essential for articulating why manual diagram-making matters as research method, not just output.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "automation-critical", automation_stance: "Critical of automated diagram generation. Argues manual making is where epistemic work happens. Automation removes the thinking from diagramming. The friction of hand-making is essential to knowledge production, not obstacle to efficiency.", relationship_to_others: [ {id: "drucker_2014", relationship: "extends"}, {id: "molnar_1960s", relationship: "parallels"} ], current_practice: "Core methodology reference. Using diagrammatic practice to think through research question. Making diagrams manually to understand friction/interpolation relationship. The practice itself demonstrates the argument.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "maeda_2019", author: "John Maeda", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Maeda, J. (2019) How to Speak Machine: Computational Thinking for the Rest of Us. Portfolio Penguin.", era: 2019, contribution: "Designer/technologist's guide to computational thinking. Argues everyone needs to understand how computation works, not just use it. Says computational literacy means understanding transformation processes - how machines think, how algorithms work, how data flows through systems. Critical of treating tech as black box.", friction_approach: "[Need to verify: does he explicitly discuss learning through doing? Or advocate for hands-on engagement with code/systems?] Implies understanding computation requires engagement with how it works, not just using polished interfaces. Learning to think computationally takes effort.", interpolation_approach: "Focuses on understanding transformations - how inputs become outputs, how data flows through systems, how algorithms change things. The gap between human thinking and machine thinking. Understanding lives in the translation between domains.", amplification_method: "[Need to verify: does he argue that manual engagement with computational processes builds understanding?] Computational literacy amplifies understanding of automated systems. Knowing how machines work changes how you see their outputs.", quote: null, img: null, relevance_to_research: 8, friction_score: 6, interpolation_score: 8, amplification_score: 7, practice_vs_theory: 6, domain: "computational thinking / design technology", diagram_type: null, notes: "Relevant for computational literacy angle. Maeda argues against passive technology use - says understanding how computation works matters. Could support argument about expertise requiring engagement with transformation processes, not just using automated tools.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Critical of treating computation as black box. Says people need to understand how automated systems work, not just accept their outputs. Advocates for computational literacy - engaging with the processes, not just the products.", relationship_to_others: [ {id: "drucker_2014", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "posavec_lupi_2016", author: "Stefanie Posavec & Giorgia Lupi", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Posavec, S. and Lupi, G. (2016) Dear Data. Particular Books.", era: 2016, contribution: "Year-long project of hand-drawn data postcards. Two designers tracked personal data weekly, designed custom visual systems, and hand-drew visualisations on postcards they mailed to each other. Proves manual data vis builds understanding that digital tools bypass. Shows friction at every stage: data collection, transformation design, physical making.", friction_approach: "Extreme high friction deliberately chosen. Hand-drawing every mark, designing new visual systems weekly, physical constraints of postcard size. Rejected digital tools entirely. The difficulty of manual making forces intimacy with data. Each postcard takes hours - the time spent is where understanding develops.", interpolation_approach: "Multiple transformation stages made visible. Personal experience becomes quantified data, data becomes visual encoding design, design becomes hand-drawn marks. Each gap between stages requires interpretive decisions. The manual process surfaces all the translations that automated visualisation hides.", amplification_method: "Manual making amplifies understanding of both data and design. Drawing each data point by hand builds relationship with the data that clicking 'generate chart' never could. Designing custom visual systems weekly develops visual thinking. The friction of making reveals patterns automated tools would miss.", quote: null, img: null, relevance_to_research: 9, friction_score: 10, interpolation_score: 9, amplification_score: 10, practice_vs_theory: 10, domain: "data visualisation", diagram_type: "hand-drawn data visualisation postcards", notes: "ESSENTIAL TEXT. Perfect demonstration of research argument in data vis domain. Shows exactly how friction amplifies interpolation in data transformation. Hand-drawing makes visible every decision automated tools hide. Could be central case study for practitioner expertise through manual engagement.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "automation-critical", automation_stance: "Explicitly rejects automation. Chose analog over digital to maintain connection to data and making process. Demonstrates what gets lost when data vis is automated. The manual friction is essential to the practice, not inefficiency to be eliminated.", relationship_to_others: [ {id: "drucker_2022", relationship: "parallels"}, {id: "molnar_1960s", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lupi_2017", author: "Giorgia Lupi", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Lupi, G. (2017) 'Data Humanism: The Revolutionary Future of Data Visualization'. Print Magazine. Available at: https://giorgialupi.com/data-humanism-my-manifesto-for-a-new-data-wold", era: 2017, contribution: "Manifesto arguing for human-centred data visualisation that values interpretation, context, and imperfection over automation and efficiency. Says data vis should embrace nuance, ambiguity, and the designer's hand rather than pursuing algorithmic objectivity. Calls for keeping humans in the transformation loop - not just as data sources or audiences, but as active interpreters.", friction_approach: "Advocates for embracing friction in data vis practice. Says the 'imperfect' hand-drawn mark carries meaning that polished automation removes. Slowness and difficulty in making allow space for interpretation. Opposes streamlining that eliminates the practitioner's engagement with data transformation.", interpolation_approach: "Focuses on the gaps and translations in data work - personal experience to numbers, numbers to visual forms, visual forms to meaning. Says these transformations require human judgement, not just computation. The interpretive work between stages is where understanding happens.", amplification_method: "Human engagement amplifies data's meaning. Designer's manual involvement in transformation reveals patterns and contexts that automated systems miss. The friction of making allows reflection, questioning, reinterpretation - builds understanding of what data actually means.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 8, domain: "data visualisation", diagram_type: "theoretical manifesto", notes: "KEY TEXT. Direct theoretical articulation of research position in data vis domain. Explicitly argues against automation removing human interpretation. Provides vocabulary for why manual engagement matters in data transformation. Essential for framing practitioner expertise argument.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "automation-critical", automation_stance: "Explicitly critical of automated data vis. Argues automation removes human interpretation and context. Says efficiency mindset misses what makes data meaningful. Advocates keeping practitioners engaged in transformation processes, not just endpoints.", relationship_to_others: [ {id: "posavec_lupi_2016", relationship: "extends"}, {id: "drucker_2014", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "madsen_2024", author: "Rune Madsen", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Madsen, R. (2024) 'Product Design Is Lost'. Design Systems International. Available at: https://designsystems.international/ideas/product-design-is-lost/", era: 2024, contribution: "Critique of modern product design practice. Argues design has become detached from technology through process-heavy checklists and waterfall workflows. Says designers are squeezed between strategy and implementation without power in either. Advocates for designers embracing engineering skills and integrating deeply with technology rather than staying in isolated design tool ecosystems.", friction_approach: "Identifies removal of friction as the problem. Process checklists (personas, journey maps, wireframes) have replaced engagement with the medium. Waterfall approach isolates designers from building, removing the friction of working with actual technology. This detachment from making is why design teams fail to deliver value.", interpolation_approach: "Describes the gap between design and engineering as a fundamental problem. Designers create concepts, engineers execute - but this separation removes designers from the transformation process where digital products actually become real. The gulf between design intent and technical implementation hides the interpretive work.", amplification_method: "Argues that engagement with technology amplifies design capability. Teams deeply integrated with engineering create successful products. Designers need to work with the actual medium, not abstract representations. Understanding technical constraints and possibilities builds design expertise that isolation can't.", quote: null, img: null, relevance_to_research: 10, friction_score: 8, interpolation_score: 9, amplification_score: 8, practice_vs_theory: 8, domain: "product design / design systems", diagram_type: null, notes: "HIGHLY RELEVANT. Contemporary critique showing exact pattern research identifies - automation and process removing practitioners from transformation work. Shows same dynamics in product design that research argues happens in data vis. Strong voice for designers engaging with technology rather than being isolated from it.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Critical of process automation and tool isolation. Argues design has been turned into measurable, process-heavy function that removes creative engagement. Says efficiency mindset and fear of bad decisions have limited design's ability to create impact. Advocates for friction of working directly with technology.", relationship_to_others: [ {id: "maeda_2019", relationship: "parallels"}, {id: "lupi_2017", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "lima_2011", author: "Manuel Lima", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Lima, M. (2011) Visual Complexity: Mapping Patterns of Information. Princeton Architectural Press.", era: 2011, contribution: "Comprehensive survey of network visualisation and complex information mapping. Shows hundreds of examples of how designers and scientists visualise complexity - networks, systems, relationships, hierarchies. Focuses on visual methods for making complex patterns comprehensible. Notable that examples show bespoke, custom approaches rather than off-the-shelf charts or automated tools.", friction_approach: "[Unknown — as varied examples. Does include custom-made work showing designers engaging with complexity rather than using templates. Each example appears to involve specific visual decisions for that particular dataset or system.]", interpolation_approach: "Network visualisation is fundamentally about showing relationships and connections - the gaps and flows between nodes. Mapping complexity means making visible the transformations and transitions within systems. Visual forms reveal patterns that data tables hide. Examples demonstrate multiple approaches to surfacing these relationships.", amplification_method: "[Unknown — as varied examples. The bespoke nature of the work suggests manual engagement with each visualisation problem, but unclear whether Lima discusses how this process builds understanding.]", quote: null, img: null, relevance_to_research: 7, friction_score: 6, interpolation_score: 8, amplification_score: null, practice_vs_theory: 5, domain: "information visualisation", diagram_type: "network diagrams / complex systems visualisation", notes: "Relevant for visual complexity and relationship mapping. Shows range of bespoke approaches to visualising connections and transformations - not automated or template-based work. Could provide examples of diagrammatic practice with complex data. Primarily a showcase of outputs rather than discussion of process.", stance_to_research: "contextual", framework_coverage: { friction: null, interpolation: true, amplification: null }, automation_context: "digital-era", automation_stance: "Examples favour custom, bespoke visualisation over automated or off-the-shelf solutions. Shows practitioner engagement with specific problems rather than template application. Unclear whether Lima explicitly addresses this choice.", relationship_to_others: [ {id: "tufte_1983", relationship: "extends"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "christianson_2014", author: "Scott Christianson", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Christianson, S. (2014) 100 Diagrams That Changed The World. Batsford.", era: 2014, contribution: "Historical survey of influential diagrams across centuries and disciplines. Shows how diagrams have been used to explain, persuade, and understand complex ideas - from ancient astronomical observations to modern scientific models. Demonstrates that diagrammatic thinking is fundamental to how humans make sense of complexity. Each example required manual engagement with the problem at hand.", friction_approach: "[Unknown — as varied examples spanning centuries. Historical diagrams show sustained manual effort in observation, calculation, and visual arrangement. Pre-digital examples especially demonstrate the friction of making knowledge visible through drawing.]", interpolation_approach: "Diagrams historically reveal relationships and transformations that text or numbers alone can't convey. Examples show practitioners making visible the gaps between observations and understanding, between data and meaning. Visual thinking surfaces what's hidden in other representations.", amplification_method: "[Unknown — as varied examples. Historical context suggests that making these diagrams built understanding for their creators, not just audiences. The act of visual arrangement forced engagement with underlying concepts.]", quote: null, img: null, relevance_to_research: 8, friction_score: null, interpolation_score: 9, amplification_score: null, practice_vs_theory: 6, domain: "history of diagrams", diagram_type: "historical survey / varied types", notes: "Useful for historical context and demonstrating diagrams as knowledge-making across domains. Will extract specific examples (e.g. al-Biruni's lunar eclipse diagram) as separate entries. Shows diagrammatic practice as fundamental to human understanding across time and cultures.", stance_to_research: "contextual", framework_coverage: { friction: null, interpolation: true, amplification: null }, automation_context: "pre-automation", automation_stance: "Historical examples all pre-date automation. Show manual diagrammatic practice as essential to scientific and intellectual work. Demonstrates what practitioners achieved through sustained manual engagement before digital tools.", relationship_to_others: [ {id: "drucker_2014", relationship: "contextual"}, {id: "tufte_1983", relationship: "contextual"} ], current_practice: "Will extract specific historical examples as separate dataset entries for deeper analysis.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "arnheim_1969", author: "Rudolf Arnheim", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Arnheim, R. (1969) Visual Thinking. University of California Press.", era: 1969, contribution: "Foundational text arguing that visual perception is active cognitive work, not passive reception. Says visual forms are a mode of reasoning and thought, not just illustration of verbal ideas. Challenges separation between 'thinking' (verbal/logical) and 'seeing' (visual/perceptual). Demonstrates that visual arrangement is epistemic - it creates understanding, not just represents it.", friction_approach: "Visual thinking requires active engagement with visual forms. Drawing, arranging, making diagrams involves cognitive work that verbal thinking alone can't achieve. The difficulty of working visually - translating ideas into spatial relationships - is where different kinds of understanding develop. Manual visual work engages perception differently than automation.", interpolation_approach: "Visual forms reveal relationships and structures that verbal description can't capture. Spatial arrangement shows connections, hierarchies, transformations. The process of making visual forms surfaces the gaps between concepts. Understanding develops through the act of visual translation.", amplification_method: "Working visually amplifies certain kinds of understanding. Visual reasoning accesses cognitive processes that verbal/logical thinking doesn't. The manual engagement with visual forms - drawing, arranging, revising - develops perceptual and spatial intelligence. Visual making is visual thinking.", quote: null, img: null, relevance_to_research: 10, friction_score: 8, interpolation_score: 9, amplification_score: 9, practice_vs_theory: 7, domain: "psychology of perception / visual cognition", diagram_type: "theoretical foundation for visual thinking", notes: "FOUNDATIONAL TEXT. Essential theoretical grounding for why visual making matters cognitively. Legitimises visual work as thinking, not just presentation. Provides cognitive science backing for research argument about manual visual engagement. Bridges theory and practice of diagrammatic work.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Pre-dates digital automation but argues for active visual engagement over passive viewing. Implies that automated visual generation would bypass the cognitive work of visual thinking. The manual process of making visual forms is where thinking happens.", relationship_to_others: [ {id: "drucker_2014", relationship: "foundational-to"}, {id: "drucker_2022", relationship: "foundational-to"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "albers_1963", author: "Josef Albers", entity_type: "person", practice_type: "Embodied/Manual Practice", book_ref: "Albers, J. (1963) Interaction of Color. Yale University Press.", era: 1963, contribution: "Classic text on colour theory centred entirely on learning through making. Says colour relationships can't be understood through reading or theory alone - must be experienced through manual practice. Students create physical colour studies by hand, discovering how colours interact through sustained engagement. Understanding develops through the friction of making, not passive observation.", friction_approach: "Deliberately high friction - students cut and arrange coloured paper by hand to create studies. No shortcuts or automation allowed. The slow, manual process of selecting, cutting, placing, comparing forces attention to subtle colour relationships. Repetition and physical making build perceptual understanding that lectures can't teach. The difficulty is essential.", interpolation_approach: "Colour interaction is entirely about the gaps and relationships between colours. How one colour transforms perception of another. The space between hues is where meaning happens. Manual studies surface these transformations through direct experience. Understanding lives in the transitions and relationships, not isolated colours.", amplification_method: "Manual making amplifies colour perception. Repeated hands-on studies develop visual sensitivity that passive viewing can't build. The friction of physical work - selecting papers, cutting precisely, arranging carefully - creates understanding through embodied engagement. Years of practice transform how practitioners see colour.", quote: null, img: null, relevance_to_research: 9, friction_score: 10, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "colour theory / visual education", diagram_type: "colour studies / visual exercises", notes: "Classic example of learning through manual friction. Directly demonstrates research position - expertise develops through sustained physical engagement, not automation or theory alone. Influential pedagogy showing how manual practice builds perceptual understanding. Could connect to own visual practice and education methods.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "pre-automation", automation_stance: "Explicitly requires manual work with physical materials. Digital colour pickers or automated tools would bypass the perceptual learning. The friction of hands-on practice is where understanding develops. Can't be shortcut or automated without losing educational value.", relationship_to_others: [ {id: "cameron_1992", relationship: "parallels"}, {id: "reed_2021", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "ikeda_2021", author: "Ryoji Ikeda", entity_type: "person", practice_type: "Computational/Systems", book_ref: "Ikeda, R. (2021) 'RYOJI IKEDA' [Exhibition]. 180 The Strand, London, 20 May - 18 August 2021.", era: 2021, contribution: "Audio-visual artist working with data, sound, and light through mathematical precision. Makes imperceptible frequencies and scales comprehensible through visualisation and sonification. Explores transformation of data into sensory experience - numbers become sound and light. Tests limits of human perception and digital technology by making computational processes experiential.", friction_approach: "[Need to understand process better - does he code his own systems? Design custom transformations?] Likely high friction in designing transformation systems even if outputs are generated. Creating works that reveal data-to-sound and data-to-light transformations requires deep engagement with computational processes and mathematical relationships.", interpolation_approach: "Entirely about interpolation - making visible and audible the transformation from data to sensory experience. Shows the gap between numerical information and human perception. Visualises computational processes and mathematical systems that normally remain invisible. The work exists in the space between data and experience.", amplification_method: "Computational transformation amplifies human perception of data. Making imperceptible frequencies experienceable extends sensory understanding. The precision of mathematical systems reveals patterns invisible to casual observation. Engaging with data through multiple senses (sound, light, space) builds understanding that numbers alone can't convey.", quote: null, img: null, relevance_to_research: 9, friction_score: 7, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "data art / audio-visual installation", diagram_type: "computational audio-visual systems", notes: "Highly relevant - demonstrates transformation processes between data and sensory experience. Shows computational systems making interpolation visible/audible. Could provide examples of how digital tools can reveal rather than hide transformation when used to explore processes themselves. Different approach from manual making but still about engaging with transformation.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Uses computation extensively but to explore and reveal transformation processes rather than hide them. Digital systems make imperceptible data relationships experienceable. Automation serves to amplify interpolation rather than bypass it. Shows computational tools can be used to engage with rather than eliminate transformation work.", relationship_to_others: [ {id: "molnar_1960s", relationship: "parallels"}, {id: "maeda_2019", relationship: "parallels"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "molnar_2024", author: "Vera Molnár", entity_type: "person", practice_type: "Diagrammatic/Visual", book_ref: "Molnár, V. (2024) Vera Molnár: 100. Editions Bernard Chauveau.", era: 2024, contribution: "Centenary monograph collecting comprehensive texts on Molnár's work - includes six writings by the artist herself plus updated biography covering last decade of production. Shows 280 works across different periods. Provides complete view of her lifetime practice exploring systematic variations, computational art, and manual selection of algorithmic outputs. Essential documentation of practitioner who demonstrated friction in both making and choosing.", friction_approach: "Comprehensive documentation of Molnár's approach - systematic generation of variations (high friction in both hand-drawing early work and later coding) followed by manual selection. The monograph itself demonstrates sustained engagement with practice over decades. Her writings likely articulate her thinking about the friction of making and choosing.", interpolation_approach: "Documents lifetime of work exploring the space between possibilities. Each variation in her series shows different states, mapping transformation processes. The complete retrospective reveals how she used systematic exploration to surface the gaps between 'right' and 'wrong', between intention and outcome.", amplification_method: "Career-spanning documentation shows how decades of making and choosing variations built her aesthetic judgement and understanding of composition. The monograph itself amplifies access to her thinking through collected writings. Demonstrates long-term development of expertise through sustained manual engagement.", quote: null, img: null, relevance_to_research: 10, friction_score: 9, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 9, domain: "computational art", diagram_type: "systematic variations / algorithmic art", notes: "Definitive reference for Molnár's work. Includes her own writings about practice. Centenary retrospective provides complete view of pioneering computational artist who maintained human judgement in selection. Essential for understanding practitioner approach to automation and manual engagement.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "early-automation", automation_stance: "Complete documentation of balanced approach - uses computation to explore but keeps human judgement for selection. Career demonstrates sustained commitment to not letting algorithms decide outcomes. Her writings likely articulate this philosophy.", relationship_to_others: [ {id: "molnar_1960s", relationship: "extends"} ], current_practice: null, gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "d3_interpolate", author: "Mike Bostock / D3.js", entity_type: "tool", practice_type: "Computational/Systems", book_ref: "Bostock, M. et al. (ongoing) 'd3-interpolate'. D3.js library. Available at: https://d3js.org/d3-interpolate", era: 2011, contribution: "D3 library module explicitly for interpolation between values, colours, transforms. Makes the transformation process visible and manipulable in code. Doesn't hide interpolation behind automatic transitions - requires practitioners to engage with how data transforms into visual forms. Core tool for understanding data-to-visual mapping.", friction_approach: "Deliberately exposes friction in transformation. No automatic chart generation - practitioners must code each transformation step. The library requires engagement with interpolation functions, scales, transitions. Learning curve is steep but builds understanding of how data becomes visual.", interpolation_approach: "Entire library is about making interpolation explicit. Provides functions for transitioning between states, mapping data to visual properties, transforming coordinate systems. Makes the gaps and transformations central to the practice, not hidden.", amplification_method: "Coding transformations manually amplifies understanding of data-to-visual relationships. Working with interpolation functions builds intuition about scales, transitions, mappings. The friction of writing transformation code develops expertise in data vis that point-and-click tools bypass.", quote: null, img: null, relevance_to_research: 10, friction_score: 8, interpolation_score: 10, amplification_score: 9, practice_vs_theory: 10, domain: "data visualisation tools", diagram_type: "code library / transformation tools", notes: "Active tool in own practice. Perfect example of computational tool that exposes rather than hides interpolation. Will use extensively in practical examples. Demonstrates that digital tools can support friction and engagement with transformation when designed to.", stance_to_research: "supporting", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Resists automation of transformation decisions. Exposes interpolation as central concern. Requires practitioners to engage with how data becomes visual. Tools like this support expertise development through friction, not elimination of it.", relationship_to_others: [ {id: "maeda_2019", relationship: "parallels"} ], current_practice: "Core tool in own data vis practice. Use extensively for manual coding of transformations. Planning to use in practical research examples.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, { id: "observable_hq", author: "Mike Bostock / Observable", entity_type: "tool", practice_type: "Computational/Systems", book_ref: "Bostock, M. et al. (2018-present) 'Observable'. Computational notebook platform. Available at: https://observablehq.com", era: 2018, contribution: "Computational notebook platform making code, data, and visualisation transformations visible and explorable. Shows dependencies between cells, encourages experimentation through live reactive updates. Makes process transparent - can see how changes propagate. Fosters collaboration and learning through shared, forkable notebooks.", friction_approach: "Maintains productive friction through coding requirement while reducing unproductive friction through reactivity. Must write transformations manually but see results immediately. Encourages experimentation - easy to try variations and compare. The platform supports iterative exploration with visible connections between steps.", interpolation_approach: "Makes transformation processes completely visible. Can see data flow through cells, watch values interpolate, trace dependencies. The notebook format exposes the gaps between data and visualisation. Reactive updates show transformations happening, not just endpoints.", amplification_method: "Visible process amplifies learning. Seeing code, data, and output together builds understanding. Forking and remixing encourages engagement with others' transformation decisions. The platform supports collaborative friction - multiple practitioners exploring the same problems with different approaches.", quote: null, img: null, relevance_to_research: 10, friction_score: 7, interpolation_score: 10, amplification_score: 10, practice_vs_theory: 10, domain: "computational notebooks / data vis platform", diagram_type: "interactive computational environment", notes: "Primary platform for own research practice. Perfect example of tool design that supports expertise through visible transformation processes. Demonstrates how digital platforms can encourage friction, collaboration, and experimentation rather than hiding process.", stance_to_research: "foundational", framework_coverage: { friction: true, interpolation: true, amplification: true }, automation_context: "current-automation", automation_stance: "Resists black-box automation. Makes process visible and editable. Encourages practitioner engagement with transformation at every step. Shows how digital tools can support rather than eliminate productive friction.", relationship_to_others: [ {id: "d3_interpolate", relationship: "extends"}, {id: "maeda_2019", relationship: "parallels"} ], current_practice: "Primary platform for research work. Using for literature review navigation, data analysis, practical examples. Platform itself demonstrates research arguments about visible process.", gap: null, gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: null }, ]3e:Tedf8,negativeData = [ { id: "tableau_software", author: "Tableau Software", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "Tableau Software (2003-present) 'Tableau Desktop'. Business intelligence and analytics platform. Available at: https://www.tableau.com", era: 2003, contribution: "Dominant business intelligence tool for 'self-service analytics'. Point-and-click interface generates charts from data with minimal technical knowledge required. Markets itself on speed and ease - 'see and understand data' without coding or manual transformation work. Democratises data vis by removing barriers, but also removes engagement with transformation process.", friction_approach: "Explicitly eliminates friction. Drag-and-drop interface hides transformation decisions. Automatic chart type recommendations based on data structure. No coding required, minimal decisions exposed. The entire value proposition is removing the 'difficulty' of data vis work.", interpolation_approach: "Completely hides interpolation. Data-to-visual transformations happen automatically behind the interface. Scales, mappings, aggregations are black-boxed. Users see inputs (data) and outputs (charts) but not the transformation between. The gaps are invisible.", amplification_method: "Speed prioritised over understanding. Rapid chart generation means practitioners don't develop expertise in transformation decisions. Automation bypasses the learning that manual engagement would provide. Efficiency gains come at cost of practitioner understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 2, interpolation_score: 2, amplification_score: 2, practice_vs_theory: 10, domain: "business intelligence tools", diagram_type: "automated dashboard generation", notes: "CRITICAL OPPOSING EXAMPLE. Epitomises automation removing practitioner from transformation process. Perfect contrast to D3/Observable approach. Shows exactly what research argues against - efficiency eliminating expertise-building friction. Used extensively in corporate environments where research challenge is most acute.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Actively eliminates friction as core value proposition. Markets automation as pure benefit. No acknowledgement of what's lost when transformation is hidden. Represents efficiency-first mindset that research critiques.", relationship_to_others: [ {id: "d3_interpolate", relationship: "opposes"}, {id: "observable_hq", relationship: "opposes"}, {id: "posavec_lupi_2016", relationship: "opposes"} ], current_practice: null, gap: "Users can't articulate what transformations their dashboards use. When automatic aggregations produce unexpected results, no framework for understanding why.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Tool vendors, organisations prioritising speed over expertise, senior stakeholders wanting quick answers without technical investment." }, { id: "power_bi", author: "Microsoft", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "Microsoft (2015-present) 'Power BI'. Business analytics service. Available at: https://powerbi.microsoft.com", era: 2015, contribution: "Microsoft's business analytics platform emphasising AI-powered insights and automated analytics. Markets 'Quick Insights' feature that automatically finds patterns in data. Natural language query lets users ask questions without understanding data structure. Promotes speed and accessibility over technical understanding.", friction_approach: "Removes friction through AI automation and natural language interfaces. Users don't need to understand data transformation - just ask questions in plain English. Automatic insight generation means practitioners don't choose what to look for. The entire flow is designed to eliminate technical engagement.", interpolation_approach: "AI-mediated black box. Data goes in, insights come out. The transformation from raw data through aggregation, filtering, statistical analysis to visual output is completely hidden. Even more opaque than Tableau - 'intelligent' algorithms make decisions invisible to users.", amplification_method: "Automation replaces expertise. AI-generated insights mean practitioners don't develop ability to interrogate data themselves. Natural language queries bypass understanding of data structure. Speed of answers comes at cost of analytical capability development.", quote: null, img: null, relevance_to_research: 10, friction_score: 1, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 10, domain: "business intelligence tools", diagram_type: "AI-powered automated analytics", notes: "More extreme than Tableau - adds AI 'intelligence' layer that further distances practitioners from transformation process. Perfect example of efficiency mindset: assumes automation is pure progress. Shows progression toward complete removal of practitioner from analytical work.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Aggressive automation agenda. AI positioned as solution to complexity rather than tool for engagement. Natural language interface removes need to understand technical transformation. Represents extreme efficiency-first position.", relationship_to_others: [ {id: "tableau_software", relationship: "extends"}, {id: "d3_interpolate", relationship: "opposes"} ], current_practice: null, gap: "When AI insights are wrong or misleading, users have no framework for understanding why or how to correct. Organisations become dependent on automated analysis without internal capability.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Microsoft, organisations wanting data democratisation without training investment, executives wanting instant answers." }, { id: "qliksense", author: "Qlik", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "Qlik (2014-present) 'Qlik Sense'. Associative analytics platform. Available at: https://www.qlik.com/qlik-sense", era: 2014, contribution: "Associative analytics engine that automatically finds relationships across data. Markets 'augmented intelligence' and AI-generated insights. Claims to reveal hidden patterns through algorithmic association rather than manual exploration. Promotes speed of insight discovery over analytical craft.", friction_approach: "Eliminates friction through associative engine - all data relationships calculated automatically. Users don't need to specify joins or relationships. AI suggests next questions to ask. Smart search generates visualisations from natural language. Every design choice removes practitioner decision-making.", interpolation_approach: "Black-boxed associations. The engine calculates all possible data relationships invisibly. Users see suggested insights but not how associations were identified or prioritised. Transformation from raw data to 'discovered' patterns is completely automated and hidden.", amplification_method: "Automation replaces analytical thinking. Associative engine means practitioners don't develop understanding of data relationships - algorithms find them instead. AI question suggestions guide exploration, removing interpretive work. Efficiency comes at cost of analytical capability.", quote: null, img: null, relevance_to_research: 9, friction_score: 1, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 10, domain: "business intelligence tools", diagram_type: "associative analytics / AI-powered insights", notes: "Particularly aggressive automation stance - even removes choice of what to explore through AI suggestions. Shows progression from manual work to fully automated 'discovery'. Perfect example of efficiency mindset treating all practitioner engagement as obstacle.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Extreme automation position. Associative engine removes need to understand data structure. AI-guided exploration removes interpretive decisions. Markets complete automation as breakthrough innovation.", relationship_to_others: [ {id: "power_bi", relationship: "parallels"}, {id: "tableau_software", relationship: "extends"} ], current_practice: null, gap: "When associative engine finds spurious correlations, users lack framework to evaluate validity. AI-suggested questions shape exploration without transparency about how priorities were determined.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Tool vendors, organisations prioritising speed over analytical capability, management wanting instant insights without specialist investment." }, { id: "ries_2011", author: "Eric Ries", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Ries, E. (2011) The Lean Startup: How Constant Innovation Creates Radically Successful Businesses. Portfolio Penguin.", era: 2011, contribution: "Influential methodology promoting rapid iteration and 'validated learning'. Says eliminate waste, ship minimum viable products, fail fast. Applies manufacturing efficiency principles to startup development. Build-measure-learn loop prioritises speed over craft. Massive influence on tech culture's efficiency-first mindset.", friction_approach: "Explicitly frames all friction as waste to be eliminated. 'Lean' means removing anything that doesn't directly produce measurable outcomes. Rapid iteration over sustained engagement. MVP means shipping with minimal craft investment. The entire methodology treats difficulty as obstacle to efficiency.", interpolation_approach: "Treats transformation as linear process to optimise. Build-measure-learn loop focuses on endpoints (metrics) rather than understanding the transformation between building and learning. No space for interpretive work or developing craft - just ship and measure.", amplification_method: "Speed eliminates learning through making. Rapid iteration means practitioners don't develop deep understanding of their domain. MVP mindset bypasses craft development. Validated learning is purely metric-driven - no acknowledgement of tacit knowledge built through sustained engagement.", quote: null, img: null, relevance_to_research: 9, friction_score: 1, interpolation_score: 3, amplification_score: 2, practice_vs_theory: 7, domain: "startup methodology / business efficiency", diagram_type: null, notes: "Hugely influential in creating efficiency-first culture in tech. Perfect articulation of mindset research argues against. Shows how business methodology eliminates craft and expertise development in favour of speed. Makes explicit what's implicit in automation tools.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Efficiency über alles. All friction is waste. Speed and metrics are only measures of value. No framework for recognising expertise built through sustained engagement or craft. Influential in creating culture that embraces automation without question.", relationship_to_others: [ {id: "tableau_software", relationship: "parallels"}, {id: "rubin_2023", relationship: "opposes"} ], current_practice: null, gap: "When practitioners articulate value of craft or sustained engagement, lean methodology provides no framework to recognise it. Everything becomes speed and metrics.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "VCs wanting fast returns, founders under pressure to scale quickly, consultants selling efficiency frameworks." }, { id: "knapp_2016", author: "Jake Knapp", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Knapp, J. (2016) Sprint: How to Solve Big Problems and Test New Ideas in Just Five Days. Bantam Press.", era: 2016, contribution: "Google Ventures methodology for compressing design and validation into five days. Structured process: Monday map, Tuesday sketch, Wednesday decide, Thursday prototype, Friday test. Markets speed as solution to uncertainty. Highly influential in design community - treats time constraints as forcing function for better decisions.", friction_approach: "Artificial time pressure eliminates sustained engagement. Five-day structure means no space for deep exploration or craft development. Rapid prototyping bypasses learning through making. Process checklist removes interpretive decision-making. Treats efficiency as solution rather than trade-off.", interpolation_approach: "Compresses transformation from problem to solution so rapidly that interpretive work is eliminated. No space for understanding gaps or exploring alternatives. The speed from concept to prototype removes all the transformation stages where understanding develops. Linear process with fixed timeboxes.", amplification_method: "Time pressure eliminates learning through friction. Rapid prototyping means practitioners don't develop deep understanding of problem space. Process rigidity removes space for discovery. Validation through user testing bypasses craft development - just ship and measure reactions.", quote: null, img: null, relevance_to_research: 8, friction_score: 2, interpolation_score: 2, amplification_score: 2, practice_vs_theory: 8, domain: "design methodology / product development", diagram_type: null, notes: "Influential in design community. Shows how process efficiency thinking has captured even creative domains. Perfect example of speed-prioritisation eliminating craft. Often cited by organisations justifying rapid automation adoption. Makes explicit the time-as-waste mindset.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Efficiency through process automation. Structured methodology eliminates interpretive decisions. Speed is primary value. No framework for recognising expertise built through sustained engagement or iterative refinement beyond the five-day window.", relationship_to_others: [ {id: "ries_2011", relationship: "parallels"}, {id: "madsen_2024", relationship: "opposes"}, {id: "rubin_2023", relationship: "opposes"} ], current_practice: null, gap: "When practitioners argue for more time or deeper exploration, sprint methodology provides no framework to justify it. All friction is treated as inefficiency.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Organisations wanting quick validation, consultants selling process frameworks, stakeholders uncomfortable with sustained investment in exploration." }, { id: "google_automl", author: "Google Cloud", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "Google Cloud (2018-present) 'AutoML'. Automated machine learning platform. Available at: https://cloud.google.com/automl", era: 2018, contribution: "Automated machine learning platform that builds custom ML models without requiring data science expertise. Markets ability to achieve 'state of the art results' without understanding algorithms, feature engineering, or model architecture. Black-boxes entire ML pipeline from data preparation through training to deployment.", friction_approach: "Eliminates all friction from ML work. No need to understand algorithms, select features, tune hyperparameters, or interpret results. Upload data, specify task, get model. Complete removal of practitioner from transformation process. The entire value proposition is making ML accessible by hiding complexity.", interpolation_approach: "Complete black box. Data goes in, trained model comes out. All transformation stages - feature engineering, architecture selection, hyperparameter tuning, validation - happen invisibly. Practitioners never see how raw data becomes predictions. The gaps are entirely automated away.", amplification_method: "Automation replaces expertise entirely. Practitioners don't develop understanding of how ML works, what features matter, how models fail. No engagement with transformation means no learning. Speed of deployment comes at cost of any analytical capability development.", quote: null, img: null, relevance_to_research: 10, friction_score: 0, interpolation_score: 0, amplification_score: 0, practice_vs_theory: 10, domain: "machine learning / AI tools", diagram_type: "automated ML pipeline", notes: "EXTREME EXAMPLE. Complete automation of complex technical process. Perfect illustration of efficiency mindset - assumes removing all friction is pure progress. Shows logical endpoint of automation agenda: practitioners don't need to understand anything, just provide data and accept outputs.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Total automation as goal. Explicitly markets removing need for expertise. Treats complexity as problem to hide rather than engage with. No acknowledgement of what's lost when practitioners are removed from process.", relationship_to_others: [ {id: "power_bi", relationship: "extends"}, {id: "maeda_2019", relationship: "opposes"} ], current_practice: null, gap: "When models fail or produce biased results, practitioners have no framework to understand why or how to fix. Complete dependency on automated systems without internal capability.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Cloud vendors, organisations wanting ML capability without hiring specialists, executives wanting AI without investment in understanding." }, { id: "github_copilot", author: "GitHub / OpenAI", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "GitHub / OpenAI (2021-present) 'GitHub Copilot'. AI pair programmer. Available at: https://github.com/features/copilot", era: 2021, contribution: "AI-powered code completion that generates entire functions, classes, even full programmes from comments or partial code. Markets as 'AI pair programmer' that accelerates development. Trained on billions of lines of public code. Generates plausible code instantly without programmer understanding implementation details.", friction_approach: "Removes friction of writing code. Type comment describing what you want, get implementation. Don't need to work through logic, consider edge cases, or understand libraries. Instant code generation bypasses the struggle of problem-solving that builds programming expertise.", interpolation_approach: "Black-boxes transformation from intent to implementation. Comment goes in, working code comes out. All the interpretive work - breaking down problems, choosing data structures, handling errors - happens invisibly in model. Practitioners lose engagement with how problems become solutions.", amplification_method: "Automation bypasses learning. Junior developers can generate code they don't understand. The friction of implementing solutions manually - where programming expertise develops - is eliminated. Speed comes at cost of capability development. Creates dependency on AI without building internal understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 1, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 10, domain: "software development / AI coding tools", diagram_type: "AI code generation", notes: "Highly relevant - shows automation pattern in coding domain. Particularly interesting because coding itself can be high-friction expertise-building activity. Demonstrates how AI removes practitioners from transformation work even in technical domains. Controversial in developer community for exactly these reasons.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Treats coding friction as pure inefficiency. Markets speed as primary value. No framework for recognising expertise built through manual implementation. Assumes instant code generation is unambiguous progress.", relationship_to_others: [ {id: "ries_2011", relationship: "parallels"}, {id: "maeda_2019", relationship: "opposes"} ], current_practice: null, gap: "When generated code has bugs or security issues, junior developers lack expertise to identify or fix problems. Teams become dependent on AI without developing internal capability.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Tech companies, organisations wanting faster development without training investment, senior developers wanting to eliminate 'boring' implementation work." }, { id: "chatgpt_data_analysis", author: "OpenAI", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "OpenAI (2022-present) 'ChatGPT Advanced Data Analysis'. AI-powered data analysis tool. Available at: https://openai.com/chatgpt", era: 2022, contribution: "AI assistant that analyses data, generates visualisations, performs statistical tests from natural language requests. Upload dataset, ask questions in plain English, get charts and insights. No coding, no statistical knowledge required. Markets complete automation of analytical workflow.", friction_approach: "Eliminates all analytical friction. Natural language interface removes need to understand data structure, transformation methods, or visualisation techniques. Instant chart generation from conversational prompts. The entire analytical process - from data cleaning through transformation to visualisation - is black-boxed.", interpolation_approach: "Complete automation of data-to-insight transformation. User asks question, AI handles all interpolation - data cleaning, aggregation, statistical analysis, visual encoding - invisibly. Practitioners never engage with how raw data becomes meaningful visualisation. All gaps are automated away.", amplification_method: "Automation replaces analytical thinking entirely. Users don't develop understanding of data transformation, statistical methods, or visualisation design. No engagement with the process means no learning. Speed of answers comes at cost of analytical capability. Creates pure consumption of AI-generated insights.", quote: null, img: null, relevance_to_research: 10, friction_score: 0, interpolation_score: 0, amplification_score: 0, practice_vs_theory: 10, domain: "data analysis / AI tools", diagram_type: "AI-generated data visualisation", notes: "CRITICAL EXAMPLE. Direct automation of exact domain research focuses on - data visualisation. Shows logical endpoint: practitioners don't need any expertise, just ask AI. Perfect illustration of automation eliminating the transformation work where understanding develops. Highly relevant to research position.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Total automation as breakthrough. Natural language as interface eliminates need for technical understanding. Treats all analytical friction as obstacle. No recognition of expertise lost when practitioners are removed from transformation process.", relationship_to_others: [ {id: "google_automl", relationship: "parallels"}, {id: "power_bi", relationship: "extends"}, {id: "posavec_lupi_2016", relationship: "opposes"}, {id: "d3_interpolate", relationship: "opposes"} ], current_practice: null, gap: "When AI generates misleading visualisations or misinterprets data, users lack expertise to evaluate validity. Complete dependency on automated analysis without framework for critical assessment.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "OpenAI, organisations wanting data insights without hiring analysts, executives wanting instant answers to data questions." }, { id: "midjourney", author: "Midjourney", entity_type: "tool", practice_type: "Automation/Efficiency", book_ref: "Midjourney (2022-present) 'Midjourney'. AI image generation platform. Available at: https://www.midjourney.com", era: 2022, contribution: "AI image generation from text prompts. Creates finished illustrations, designs, artwork without drawing or visual design skills. Markets democratisation of visual creation - anyone can make professional-looking images. Removes all manual making from visual practice.", friction_approach: "Eliminates all friction of visual making. No drawing, composition decisions, colour choices, iterative refinement. Text prompt goes in, finished image comes out. The entire process of visual creation - sketching, revising, crafting - is bypassed. Instant outputs without manual engagement.", interpolation_approach: "Black-boxes transformation from concept to image. Prompt describes intent, model generates output, but all the visual decision-making - composition, colour, style, detail - happens invisibly. Practitioners never engage with how ideas become visual forms. The gaps are entirely automated.", amplification_method: "Automation replaces visual craft entirely. Users don't develop understanding of composition, colour theory, visual hierarchy, or making decisions. No engagement with process means no learning. Output speed comes at cost of any visual literacy or craft development.", quote: null, img: null, relevance_to_research: 9, friction_score: 0, interpolation_score: 0, amplification_score: 0, practice_vs_theory: 10, domain: "image generation / AI art tools", diagram_type: "AI-generated imagery", notes: "Shows automation pattern in visual creation domain. Controversial in creative community because it eliminates craft entirely. Demonstrates what research argues: when transformation is fully automated, practitioners lose engagement with making process. Relevant for showing pattern across domains.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Complete automation of visual creation as breakthrough. Treats all making friction as obstacle. Markets democratisation but actually eliminates practitioner engagement. No acknowledgement of craft or expertise lost.", relationship_to_others: [ {id: "chatgpt_data_analysis", relationship: "parallels"}, {id: "albers_1963", relationship: "opposes"}, {id: "drucker_2022", relationship: "opposes"} ], current_practice: null, gap: "When generated images have issues - composition problems, visual inconsistencies, inappropriate styles - users lack visual literacy to articulate problems or direct corrections. Dependency on AI without visual craft understanding.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "AI companies, organisations wanting visual content without hiring designers, individuals wanting professional-looking outputs without craft investment." }, { id: "agile_manifesto", author: "Kent Beck et al.", entity_type: "methodology", practice_type: "Automation/Efficiency", book_ref: "Beck, K. et al. (2001) 'Manifesto for Agile Software Development'. Available at: https://agilemanifesto.org", era: 2001, contribution: "Influential methodology valuing 'individuals and interactions over processes and tools' and 'responding to change over following a plan'. Promotes iterative development, rapid delivery, continuous improvement. Spawned entire industry of agile practices, consultancies, certifications. Massively shaped tech culture toward speed and iteration.", friction_approach: "Mixed stance but often interpreted as anti-friction. Values 'working software over comprehensive documentation' gets used to justify skipping craft work. Rapid iteration culture treats sustained engagement as waste. Sprint cycles create artificial time pressure that eliminates deep exploration. Process overhead paradoxically increases despite manifesto's intent.", interpolation_approach: "Iteration focus means rapid movement through transformation stages without dwelling in gaps. Ship quickly, measure, iterate - but this speed removes the interpretive work between stages. Understanding what changed and why gets lost in velocity. Retrospectives are metric-focused, not reflective on craft.", amplification_method: "Speed eliminates learning through making. Two-week sprints mean practitioners don't develop deep understanding. Velocity metrics prioritise output over expertise development. Continuous delivery culture removes space for sustained engagement with problems. Efficiency becomes primary value.", quote: null, img: null, relevance_to_research: 9, friction_score: 3, interpolation_score: 3, amplification_score: 2, practice_vs_theory: 8, domain: "software development methodology", diagram_type: null, notes: "Hugely influential in creating velocity culture. Original manifesto had good intentions but implementation often eliminates craft. Shows how methodology can inadvertently create efficiency-first mindset. Important for showing how even practitioner-focused approaches can lose sight of expertise development.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "pre-automation", automation_stance: "Enables automation culture through velocity focus. Rapid iteration makes automation attractive - need speed to maintain sprint commitments. Creates environment where efficiency trumps craft. Unintentionally prepared ground for automation replacing practitioners.", relationship_to_others: [ {id: "ries_2011", relationship: "foundational-to"}, {id: "knapp_2016", relationship: "foundational-to"} ], current_practice: null, gap: "When practitioners argue for more time or deeper engagement, agile velocity metrics provide no framework to justify it. All slowness treated as inefficiency.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Consultancies selling agile transformation, managers wanting predictable velocity, organisations prioritising shipping over craft." }, { id: "nocode_movement", author: "No-code movement", entity_type: "methodology", practice_type: "Automation/Efficiency", book_ref: "Various (2010s-present) 'No-code/Low-code movement'. Webflow, Bubble, Zapier, Airtable, etc.", era: 2018, contribution: "Movement advocating visual interfaces and automation to build software without coding. Markets democratisation - anyone can build apps, websites, automations. Claims to eliminate barrier of technical knowledge. Spawned entire category of tools focused on removing coding requirement.", friction_approach: "Explicitly eliminates friction of learning technical skills. Visual drag-and-drop replaces code. Pre-built templates replace custom building. Automation workflows replace manual integration work. The entire philosophy is removing difficulty as barrier to creation. Friction framed purely as obstacle.", interpolation_approach: "Hides all transformation behind visual interfaces. Users arrange templates but never engage with how interfaces become functionality, how data flows through systems, how logic is implemented. The gaps between intent and working software are completely automated. Black-boxes entire development process.", amplification_method: "Speed comes at cost of technical understanding. Users can build things without developing any programming literacy or systems thinking. No engagement with how software works means no learning. Creates outputs without building capability. Efficiency eliminates expertise development.", quote: null, img: null, relevance_to_research: 10, friction_score: 1, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 9, domain: "software development / digital tools", diagram_type: null, notes: "CRITICAL OPPOSING PHILOSOPHY. Entire movement built on eliminating friction as pure good. Perfect articulation of efficiency mindset. Shows how 'democratisation' rhetoric obscures loss of expertise. Highly relevant for showing cultural assumptions about friction.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Total automation as democratisation. Treats technical friction as unjust barrier rather than expertise-building engagement. No framework for recognising what's lost when transformation is automated. Assumes automation is pure progress.", relationship_to_others: [ {id: "tableau_software", relationship: "parallels"}, {id: "maeda_2019", relationship: "opposes"} ], current_practice: null, gap: "When no-code tools hit limitations or produce unexpected behaviour, users have no technical understanding to debug or extend. Creates dependency without capability. Organisations struggle when tools can't meet needs.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "No-code platform vendors, organisations wanting digital capability without technical hiring, entrepreneurs wanting rapid launches." }, { id: "digital_transformation", author: "Corporate digital transformation discourse", entity_type: "methodology", practice_type: "Automation/Efficiency", book_ref: "Various consultancies (2010s-present). McKinsey, Deloitte, Accenture digital transformation frameworks.", era: 2015, contribution: "Corporate consulting approach positioning technology adoption as existential imperative. Markets automation, AI, digital platforms as survival requirements. Emphasises speed of adoption over thoughtful implementation. Creates urgency around technology change without frameworks for evaluating trade-offs.", friction_approach: "Treats all friction as resistance to necessary change. Legacy systems, manual processes, human decision-making all framed as obstacles. Automation positioned as urgent modernisation. Any hesitation about technology adoption characterised as inability to adapt. Friction seen purely as inefficiency to eliminate.", interpolation_approach: "Black-boxes transformation from 'legacy' to 'digital'. Consultants promise outcomes but provide no framework for understanding what changes in transformation process. The gaps - how work practices change, what knowledge is lost, how expertise shifts - are invisible. Just adopt technology and outcomes will follow.", amplification_method: "Speed of adoption eliminates learning. Rapid digital transformation means organisations don't develop understanding of new systems. Consultants implement, practitioners adapt, but no space for developing expertise. Efficiency metrics dominate without recognition of capability lost.", quote: null, img: null, relevance_to_research: 10, friction_score: 1, interpolation_score: 2, amplification_score: 1, practice_vs_theory: 7, domain: "business consulting / corporate strategy", diagram_type: null, notes: "CRITICAL CULTURAL FORCE. Creates urgency and inevitability around automation. Perfect articulation of efficiency-first thinking at organisational level. Shows how corporate discourse eliminates space for questioning automation. Highly relevant for understanding why organisations can't recognise expertise erosion.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Automation as survival imperative. Creates culture where questioning technology adoption is career-limiting. No framework for evaluating what's lost in transformation. Efficiency and modernity are only values. Massive influence on corporate attitudes toward automation.", relationship_to_others: [ {id: "ries_2011", relationship: "parallels"}, {id: "agile_manifesto", relationship: "extends"} ], current_practice: null, gap: "Organisations have no language to articulate concerns about automation beyond sounding like they're resisting progress. Consultants provide no framework for recognising expertise erosion - only efficiency gains.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Consulting firms, technology vendors, executives wanting to appear innovative, shareholders prioritising short-term efficiency gains." }, { id: "design_systems_templates", author: "Template-focused design systems", entity_type: "methodology", practice_type: "Automation/Efficiency", book_ref: "Various (2010s-present). Corporate design system implementations focused on consistency over craft.", era: 2016, contribution: "Design systems that prioritise efficiency and consistency over design craft. Pre-built components, rigid patterns, automated enforcement. Markets scaling design through templates and constraints. Reduces design to assembly of pre-approved elements. Influential in corporate product design.", friction_approach: "Eliminates friction of design decisions through pre-built components. Designers assemble from library rather than crafting custom solutions. Templates replace visual thinking. Automation tools enforce system constraints. The entire approach removes interpretive design work in favour of consistency and speed.", interpolation_approach: "Hides design transformation behind component library. Designers place pre-made elements but never engage with how design problems become visual solutions. The gap between problem and interface is filled by template selection, not design thinking. Transformation work is pre-done and black-boxed.", amplification_method: "Template assembly eliminates craft development. Junior designers can produce consistent interfaces without developing visual thinking or design judgement. Speed comes at cost of design capability. Creates outputs without building expertise. Efficiency prioritised over learning.", quote: null, img: null, relevance_to_research: 9, friction_score: 2, interpolation_score: 2, amplification_score: 2, practice_vs_theory: 9, domain: "design systems / product design", diagram_type: null, notes: "Shows how even craft-focused disciplines embrace efficiency over expertise. Connects to Madsen's critique of product design. Demonstrates pattern in design domain - templates replace thinking. Important for showing friction elimination across creative practices.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Efficiency through standardisation. Templates as solution to scale. No framework for recognising design craft or visual thinking lost. Consistency and speed are only values. Represents corporate capture of design practice.", relationship_to_others: [ {id: "madsen_2024", relationship: "critiqued-by"}, {id: "knapp_2016", relationship: "parallels"} ], current_practice: null, gap: "When design problems don't fit templates, designers lack craft skills to create custom solutions. Teams struggle to articulate why rigid systems limit problem-solving. Design becomes seen as template maintenance.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Organisations prioritising consistency over craft, managers wanting scalable design, engineering teams wanting predictable components." }, { id: "krishna_2015", author: "Golden Krishna", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Krishna, G. (2015) The Best Interface Is No Interface: The Simple Path to Brilliant Technology. New Riders.", era: 2015, contribution: "Argues against screen-based interfaces proliferating unnecessarily. Says 'screen-first' thinking creates bad design - forcing users to swipe and tap when better solutions exist. Advocates for technology that works invisibly, automatically, in background. Promotes removing interfaces entirely where possible through smart automation and contextual awareness.", friction_approach: "Eliminates interface friction. Says screens create unnecessary obstacles - better to have technology 'just work' without user input. Promotes automatic, invisible operation. Contextual awareness and AI should remove need for user decisions. The ideal is technology that requires no interaction at all.", interpolation_approach: "Hides transformation entirely. Users shouldn't see or engage with how technology works - just experience outcomes. The gap between intent and result should be automated away. No visible process, no decisions exposed. Pure seamlessness.", amplification_method: "Automation replaces engagement. Users don't learn how systems work because they never interact with them. No interface means no opportunity to understand transformation. Convenience comes at cost of any capability development or system understanding.", quote: null, img: null, relevance_to_research: 8, friction_score: 1, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 8, domain: "interaction design / UX", diagram_type: null, notes: "INTERESTING CASE. Krishna argues against bad UI friction (unnecessary screens), but solution is total automation. Could be interpreted as removing unproductive friction, but approach eliminates all user engagement with systems. Shows how even well-intentioned design thinking leads to expertise elimination. Worth examining as edge case.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Aggressive automation agenda. Invisible operation as ideal. No interface means no engagement, no understanding, no control. Assumes automation is always preferable to interaction. Efficiency and convenience are only values.", relationship_to_others: [ {id: "nocode_movement", relationship: "parallels"}, {id: "maurer_wouters_2024", relationship: "opposes"} ], current_practice: null, gap: "When invisible systems fail or behave unexpectedly, users have no framework for understanding or intervening. No interface means no transparency, no control, no learning.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Designers wanting to appear innovative, companies wanting 'magical' experiences, users prioritising convenience over understanding." }, { id: "norman_1988", author: "Don Norman", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Norman, D. (1988) The Design of Everyday Things. Basic Books.", era: 1988, contribution: "Foundational UX text about affordances, feedback, and understandable design. Says good design makes systems comprehensible through visible cues and feedback. Argues against unnecessary complexity and confusing interfaces. Hugely influential - established principles for intuitive, user-centred design. Focus on reducing cognitive load and making interactions smooth.", friction_approach: "Mixed. Norman wants understandable systems with clear feedback, but approach emphasises removing difficulty. 'Intuitive' design means users shouldn't struggle. Cognitive load is enemy. His principles have been interpreted as eliminating all friction, even productive kind. Smooth, effortless interaction becomes ideal. Learning curves seen as design failures.", interpolation_approach: "Advocates for visible feedback and system models, but in practice gets applied as hiding complexity. Users should understand how things work, but through immediate comprehension not engagement over time. The transformation from action to outcome should feel instant and obvious. Gaps are obstacles to smooth experience.", amplification_method: "Focus on ease means expertise doesn't develop through use. Systems should be immediately usable without practice. No space for understanding built through sustained engagement. Smooth interactions prioritised over learning through making. Efficiency becomes primary measure of good design.", quote: null, img: null, relevance_to_research: 9, friction_score: 3, interpolation_score: 4, amplification_score: 3, practice_vs_theory: 8, domain: "user experience / interaction design", diagram_type: null, notes: "NUANCED CASE. Norman's actual work is more thoughtful than how it's been applied. Similar to Krishna - solving real UX problems but solutions eliminate all friction. His principles enabled the efficiency-first culture even if that wasn't the intent. Influential in creating 'intuitive' as only design goal. Worth examining as case where good intentions created automation mindset.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "pre-automation", automation_stance: "Enabled automation culture through focus on ease and smoothness. 'Intuitive' design means no learning curve, which makes automation attractive. Cognitive load reduction becomes justification for hiding complexity. Unintentionally prepared ground for systems that eliminate practitioner engagement.", relationship_to_others: [ {id: "krishna_2015", relationship: "parallels"}, {id: "nocode_movement", relationship: "foundational-to"}, {id: "maurer_wouters_2024", relationship: "opposes"} ], current_practice: null, gap: "When 'intuitive' design hides how systems work, users can operate but not understand. Smooth interactions mean no engagement with transformation. Efficiency prioritised over capability development.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "UX industry, companies wanting broad adoption without training, designers optimising for ease over depth." }, { id: "krug_2000", author: "Steve Krug", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Krug, S. (2000) Don't Make Me Think: A Common Sense Approach to Web Usability. New Riders.", era: 2000, contribution: "Influential web usability book arguing interfaces should be self-evident. Title says it all - users shouldn't have to think. Make choices obvious, eliminate confusion, remove cognitive effort. Says every question mark in user's mind is designer's failure. Hugely popular in web design - established 'intuitive' as primary goal. Focus on instant comprehension over learning.", friction_approach: "Eliminates cognitive friction entirely. Thinking is the enemy. Users should navigate effortlessly without puzzling anything out. Every moment of uncertainty is design failure. Remove all obstacles to smooth, thoughtless interaction. The ideal is interfaces that require zero mental effort or learning.", interpolation_approach: "No gaps allowed. Path from intent to action should be instant and obvious. Any space where users must figure things out is bad design. Transformation from 'what I want' to 'how to do it' should be eliminated through perfect clarity. Understanding how systems work is unnecessary.", amplification_method: "Zero learning required means zero learning happens. Systems should be immediately usable without developing any understanding. No engagement with how things work. Users can operate but not comprehend. Convenience prioritised over capability development.", quote: null, img: null, relevance_to_research: 9, friction_score: 1, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 9, domain: "web usability / UX design", diagram_type: null, notes: "CRITICAL OPPOSING TEXT. Title perfectly captures efficiency-first mindset - thinking itself is obstacle. Massively influential in creating culture where any cognitive effort is design failure. More extreme than Norman - doesn't even want users to understand, just to act without thinking. Perfect articulation of smoothness as only value.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "pre-automation", automation_stance: "Enabled automation culture by framing thinking as problem to eliminate. 'Don't make me think' justifies hiding complexity entirely. Perfect preparation for systems that remove practitioners from decision-making. Automation is logical conclusion of this philosophy.", relationship_to_others: [ {id: "norman_1988", relationship: "extends"}, {id: "krishna_2015", relationship: "parallels"}, {id: "maurer_wouters_2024", relationship: "opposes"} ], current_practice: null, gap: "When systems hide how they work so completely that users can't think about them, no understanding develops. Pure operation without comprehension. Creates dependency without capability.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Web designers wanting broad adoption, companies prioritising instant usability, users wanting zero learning curve." }, { id: "eyal_2014", author: "Nir Eyal", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Eyal, N. (2014) Hooked: How to Build Habit-Forming Products. Portfolio Penguin.", era: 2014, contribution: "Framework for creating addictive products through habit formation. Four-step 'Hook Model' - trigger, action, variable reward, investment. Teaches designers how to remove friction to create compulsive engagement. Says successful products form habits by making users act without thinking. Hugely influential in product design and tech - used to justify removing all resistance from user experience.", friction_approach: "Eliminates friction explicitly for behavioral manipulation. Every obstacle to engagement is barrier to habit formation. Action must be easier than thinking. Variable rewards keep users hooked. The entire methodology is about removing friction to create addiction, not value. Frictionless as tool for control.", interpolation_approach: "Removes all gaps between trigger and action. Users should respond automatically without conscious thought. The space where reflection or decision happens is treated as obstacle. Habit formation means bypassing interpretation entirely. No room for understanding what's happening or why.", amplification_method: "Automation of human behavior. Habits form through repeated frictionless loops - users lose agency and awareness. No learning or capability development, just conditioning. Amplifies company control while diminishing user autonomy. Creates dependency without understanding.", quote: null, img: null, relevance_to_research: 10, friction_score: 0, interpolation_score: 0, amplification_score: 0, practice_vs_theory: 7, domain: "product design / behavioral psychology", diagram_type: null, notes: "CRITICAL OPPOSING SOURCE. Explicitly teaches friction removal for behavioral manipulation. Shows dark patterns side of smoothness - not just efficiency but addiction. Highly influential, audiences will recognize. Adds ethics/manipulation dimension to opposition. Perfect contrast to Turkle, Designing Friction, and research position.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Aggressive frictionless agenda. Removes all resistance to create compulsive engagement. Treats user autonomy and conscious decision-making as obstacles. Automation of human behavior through habit formation. Ethics of manipulation masked as user experience.", relationship_to_others: [ {id: "krug_2000", relationship: "extends"}, {id: "turkle_2015", relationship: "opposes"}, {id: "maurer_wouters_2024", relationship: "opposes"} ], current_practice: null, gap: "When products hook users through frictionless design, people lose agency and awareness. Can't articulate why they keep using something or choose to stop. Dependency without understanding.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Tech companies maximizing engagement metrics, product designers optimizing for addiction, investors wanting user retention at any cost." }, { id: "thaler_sunstein_2008", author: "Richard Thaler & Cass Sunstein", entity_type: "person", practice_type: "Automation/Efficiency", book_ref: "Thaler, R. H. and Sunstein, C. R. (2008) Nudge: Improving Decisions About Health, Wealth, and Happiness. Yale University Press.", era: 2008, contribution: "Behavioral economics framework for 'choice architecture'. Says subtle design changes can 'nudge' people toward better decisions without restricting freedom. Remove friction from desired behaviors, add friction to undesired ones. Hugely influential in policy, UX design, and product development. Used to justify paternalistic design decisions disguised as helping users.", friction_approach: "Strategic friction manipulation. Remove friction from 'correct' choices, add it to 'wrong' ones. Default options, simplified paths, removal of obstacles - all to guide behavior. Treats friction as tool for controlling choices rather than enabling understanding. The decision-maker (designer/policy-maker) decides what's 'better'.", interpolation_approach: "Removes decision-making space. Nudges work by bypassing conscious deliberation. The gap between stimulus and action should be eliminated for 'good' choices. Users shouldn't think, just follow the smoothed path. Interpretation and reflection treated as obstacles to desired outcomes.", amplification_method: "Removes agency under guise of helping. Users don't develop capability to make informed decisions - just follow nudged paths. No learning, no understanding of trade-offs. Efficiency of 'correct' choice comes at cost of autonomous decision-making capability.", quote: null, img: null, relevance_to_research: 9, friction_score: 2, interpolation_score: 1, amplification_score: 1, practice_vs_theory: 5, domain: "behavioral economics / choice architecture", diagram_type: null, notes: "Important opposition source. Shows how friction manipulation gets framed as benevolent. Influential across policy and design - audiences recognize it. Demonstrates paternalism of frictionless design: someone else decides what's 'correct'. Relevant for showing how efficiency arguments mask control.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Removes friction strategically to guide behavior. Treats user autonomy as problem to be managed through design. Automation of 'good' choices means people don't develop decision-making capability. Paternalistic efficiency.", relationship_to_others: [ {id: "eyal_2014", relationship: "parallels"}, {id: "norman_1988", relationship: "extends"} ], current_practice: null, gap: "When nudges remove friction from 'correct' choices, people don't develop understanding of why choices matter. Can't make autonomous decisions when nudges aren't there. Dependency on external guidance.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "Policy makers wanting behavioral change without argument, designers wanting to control user behavior, organisations wanting compliance without education." }, { id: "frictionless_commerce", author: "Frictionless commerce movement", entity_type: "methodology", practice_type: "Automation/Efficiency", book_ref: "Various (2010s-present). Amazon One-Click, Apple Pay, instant checkout, subscription everything, buy-now-pay-later.", era: 2015, contribution: "E-commerce philosophy eliminating all obstacles to purchase. One-click buying, stored payment methods, auto-renewals, instant checkout, embedded purchasing. Every friction point between desire and transaction removed. Reduces buying to single thoughtless action. Massively profitable - increases impulse purchases and reduces decision time.", friction_approach: "Total elimination of purchase friction. No time to reconsider, compare, or reflect. From wanting to owning in one click. Payment details hidden, prices obscured through subscriptions. The pause where you might think 'do I need this?' is treated as obstacle. Convenience as tool for maximizing transactions.", interpolation_approach: "Removes all space between impulse and purchase. No gap for consideration, evaluation, or decision-making. The transformation from browsing to buying should be instant and thoughtless. Reflection and deliberation are friction to eliminate. Understanding what you're committing to is obstacle to conversion.", amplification_method: "Eliminates consumer capability. One-click buying means no practice in evaluating purchases, comparing options, or considering needs versus wants. Automation of buying removes learning about consumption decisions. Speed over understanding. Creates compulsive purchasing without financial literacy.", quote: null, img: null, relevance_to_research: 9, friction_score: 0, interpolation_score: 0, amplification_score: 0, practice_vs_theory: 8, domain: "e-commerce / consumer technology", diagram_type: null, notes: "Perfect practical example of frictionless philosophy. Everyone has experienced this - very relatable for audiences. Shows how efficiency serves vendor interests over consumer understanding. Demonstrates real-world impact of friction removal: financial harm, impulsive decisions, loss of consumer agency.", stance_to_research: "opposing", framework_coverage: { friction: false, interpolation: false, amplification: false }, automation_context: "current-automation", automation_stance: "Aggressive frictionless agenda for profit maximization. Every obstacle to purchase eliminated. Treats consumer deliberation as problem to solve through automation. Seamless transactions over informed decisions.", relationship_to_others: [ {id: "eyal_2014", relationship: "parallels"}, {id: "krug_2000", relationship: "extends"} ], current_practice: null, gap: "When purchasing requires no thought, people lose capability for financial decision-making. Can't articulate why they bought something or evaluate if they need it. Frictionless buying creates debt and clutter without awareness.", gap_metrics: null, amplified_interpolation: null, already_in_space: null, potential_collaborators: null, who_benefits: "E-commerce platforms maximizing transactions, payment processors taking fees, companies benefiting from impulse purchases and subscriptions people forget to cancel." } ]3f:T2b1e,# Research Literature & Domain Schema ## Overview Unified schema for tracking practitioners, sources, tools, organisations, and domain gaps in a single filterable dataset. Produced via Claude for data structure understanding. --- ## Complete Schema ### Core Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **id** | string | ✓ | - | Unique identifier (e.g., `drucker_2014`) | | **author** | string | ✓ | - | Name/title of entity | | **entity_type** | enum | ✓ | `person`, `book`, `paper`, `organisation`, `team`, `project`, `movement`, `tool`, `domain`, `methodology` | Category for filtering | | **book_ref** | string | ✗ | - | Full citation (if applicable) | | **era** | number | ✓ | - | Year or approximate date | | **contribution** | string | ✓ | - | What they do in the space; why they matter | | **practice_type** | enum | ✓ | `Diagrammatic/Visual`, `Embodied/Manual Practice`, `Computational/Systems`, `Automation/Efficiency` | Type of practice approach | ### Framework Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **friction_approach** | string | ✓ | - | How they engage with friction/resistance | | **interpolation_approach** | string | ✓ | - | How they work with gaps/transformation | | **amplification_method** | string | ✓ | - | How they amplify understanding | | **framework_coverage** | object | ✓ | `{friction: boolean, interpolation: boolean, amplification: boolean}` | Which framework parts addressed | ### Scoring Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **relevance_to_research** | number | ✓ | 0-10 | Direct applicability (0=tangential, 10=central) | | **friction_score** | number | ✓ | 0-10 | Friction engagement (0=none, 10=central) | | **interpolation_score** | number | ✓ | 0-10 | Interpolation work (0=none, 10=central) | | **amplification_score** | number | ✓ | 0-10 | Mechanism clarity (0=unclear, 10=explicit) | | **practice_vs_theory** | number | ✓ | 0-10 | 0=pure theory, 5=balanced, 10=pure practice | ### Filtering/Priority Fields ⭐ NEW | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **superstar_example** | boolean | ✓ | true/false | Perfect demonstration of framework | | **superstar_reason** | string | ✗ | nullable | Why this is a superstar example | | **presentation_priority** | number | ✓ | 1-5 | Visual appeal for presentations (5=perfect) | | **teaching_clarity** | number | ✓ | 1-5 | How clear for explaining concepts (5=instant) | | **methodological_tool** | boolean | ✓ | true/false | Informs actual research methods | | **quote_strength** | number | ✓ | 1-5 | Quality of quotable material (5=excellent) | | **has_visuals** | boolean | ✓ | true/false | Contains images/diagrams | | **opposition_strength** | number | ✗ | 1-5, nullable | For opposing sources only (5=perfect villain) | | **audience_recognition** | number | ✓ | 1-5 | How well-known (5=widely recognized) | ### Context Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **quote** | string | ✗ | nullable | Relevant quote (British English) | | **img** | string | ✗ | nullable | URL or filename for image | | **domain** | string | ✓ | - | Field or discipline | | **diagram_type** | string | ✓ | - | Type of diagrams created/discussed | | **notes** | string | ✗ | - | Additional context | | **stance_to_research** | enum | ✓ | `foundational`, `supporting`, `opposing`, `contextual` | Relation to your argument | ### Automation Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **automation_context** | enum | ✓ | `pre-automation`, `pre-digital`, `early-automation`, `current-automation`, `automation-critical`, `non-automatable`, `not-applicable` | Relationship to automation | | **automation_stance** | string | ✗ | nullable | Explicit position on automation | ### Relationship Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **relationship_to_others** | array | ✗ | `[{id: string, relationship: enum}]` | Connections to other entries | ### Domain-Specific Fields | Field | Type | Required | Values/Range | Description | |-------|------|----------|--------------|-------------| | **current_practice** | string | ✗ | nullable | (Domain entities) Current standard approach | | **gap** | string | ✗ | nullable | (Domain entities) Limitations/failures | | **gap_metrics** | object | ✗ | nullable | (Domain entities) `{urgency: 1-5, prevalence: 1-5, communicationImpact: 1-5}` | | **amplified_interpolation** | string | ✗ | nullable | (Domain entities) Your friction-based approach | | **already_in_space** | array | ✗ | nullable | (Domain entities) `[{id: string, role: string}]` | | **potential_collaborators** | string | ✗ | nullable | Communities to explore | | **who_benefits** | string | ✗ | nullable | Beneficiaries | --- ## Relationship Types When using `relationship_to_others`, use these relationship values: - `builds-on` - Extends or develops their work - `opposes` - Contradicts or argues against - `parallels` - Similar approach in different context - `extends` - Takes their ideas further - `contradicts` - Directly opposes their position - `companion` - Complementary work on same topic - `exemplifies` - Specific example of general principle - `documents` - Records or archives their practice - `includes` - Contains their work - `same-author` - By the same creator --- ## Usage Examples ### Core Filtering #### Filter by entity type ```js // Get all people data.filter(d => d.entity_type === "person") // Get all tools data.filter(d => d.entity_type === "tool") // Get sources (people, books, papers) data.filter(d => ["person", "book", "paper"].includes(d.entity_type)) ``` #### Filter by stance ```js // Foundational sources data.filter(d => d.stance_to_research === "foundational") // Supporting sources data.filter(d => d.stance_to_research === "supporting") // Opposing views data.filter(d => d.stance_to_research === "opposing") ``` #### Filter by automation context ```js // Pre-automation practitioners data.filter(d => d.automation_context === "pre-automation") // Current automation critics data.filter(d => d.automation_context === "automation-critical") ``` #### Filter by framework coverage ```js // Sources addressing all three concepts data.filter(d => d.framework_coverage.friction && d.framework_coverage.interpolation && d.framework_coverage.amplification ) ``` #### Filter by scores ```js // High relevance sources data.filter(d => d.relevance_to_research >= 8) // Strong friction engagement data.filter(d => d.friction_score >= 7) // Practical vs theoretical data.filter(d => d.practice_vs_theory >= 8) // Very practical data.filter(d => d.practice_vs_theory <= 3) // Very theoretical ``` --- ### NEW: Advanced Filtering #### Superstar Examples ```js // Get all superstar examples data.filter(d => d.superstar_example) // Superstars with high visual appeal data.filter(d => d.superstar_example && d.presentation_priority >= 4) // Superstars perfect for teaching data.filter(d => d.superstar_example && d.teaching_clarity === 5) ``` #### Presentation & Teaching ```js // Best for presentations data.filter(d => d.presentation_priority >= 4 && d.has_visuals) // Clearest for explaining framework data.filter(d => d.teaching_clarity >= 4) // High recognition for credibility data.filter(d => d.audience_recognition >= 4) ``` #### Methodological Sources ```js // Sources informing your actual methods data.filter(d => d.methodological_tool) // With strong quotes for methodology chapter data.filter(d => d.methodological_tool && d.quote_strength >= 4) ``` #### Opposition Analysis ```js // Strongest opposing sources data.filter(d => d.stance_to_research === "opposing" && d.opposition_strength >= 4) // Well-known opposition for contrast data.filter(d => d.stance_to_research === "opposing" && d.audience_recognition >= 3) ``` #### Quotable Material ```js // Best quotes data.filter(d => d.quote_strength === 5) // Strong quotes from foundational sources data.filter(d => d.quote_strength >= 4 && d.stance_to_research === "foundational") ``` --- ## Common Query Patterns **Literature Review:** ```js data.filter(d => d.stance_to_research === "foundational" && d.relevance_to_research >= 9 ) ``` **Methodology Chapter:** ```js data.filter(d => d.methodological_tool || (d.practice_vs_theory >= 9 && d.relevance_to_research >= 8) ) ``` **Opposition/Contrast:** ```js data.filter(d => d.stance_to_research === "opposing" && d.opposition_strength >= 4 ) ``` **Strong Citations:** ```js data.filter(d => d.quote_strength >= 4 && d.relevance_to_research >= 9 ) ``` ### For Presentations **Opening Slides:** ```js data.filter(d => d.superstar_example && d.presentation_priority >= 4 && d.teaching_clarity >= 4 ) ``` **Visual Examples:** ```js data.filter(d => d.has_visuals && d.presentation_priority >= 3 && d.relevance_to_research >= 8 ) ``` **Building Credibility:** ```js data.filter(d => d.audience_recognition >= 4 && d.stance_to_research !== "opposing" ) ``` ### For Teaching/Explaining **Framework Introduction:** ```js data.filter(d => d.teaching_clarity === 5 && d.superstar_example ) ``` **Practice Examples:** ```js data.filter(d => d.practice_vs_theory >= 8 && d.teaching_clarity >= 4 ) ``` --- ## Field Usage by Entity Type | Field Group | person/book | tool | domain | organisation | |-------------|-------------|------|--------|--------------| | Core fields | ✓ | ✓ | ✓ | ✓ | | Framework fields | ✓ | ✓ | ✓ | ✓ | | Scoring fields | ✓ | ✓ | ✓ | ✓ | | Filtering fields | ✓ | ✓ | - | - | | Domain fields | ✗ | ✗ | ✓ | ✗ | *Unused fields should be set to `null` for that entity type* --- ## Quick Reference: New Filtering Fields ### Priority Scales (1-5) **presentation_priority:** - 5 = Perfect for slides (striking visuals, instantly clear) - 4 = Strong visual examples - 3 = Good supporting visuals - 2 = Text-heavy or conceptual **teaching_clarity:** - 5 = Instantly understandable (no explanation needed) - 4 = Very clear with brief explanation - 3 = Clear with context - 2 = Requires significant explanation **quote_strength:** - 5 = Excellent quotes (>100 chars, perfectly articulate concepts) - 3 = Good quotes - 1 = No notable quotes **opposition_strength:** (opposing sources only) - 5 = Perfect villain (clear, influential, recognized) - 4 = Strong opposition - 3 = Moderate opposition **audience_recognition:** - 5 = Widely recognized (canonical figures/works) - 3 = Known in field - 2 = Specialized/niche 40:Tb96,

41:[{"id":"5880f602afc85e199a29af3d47c3ca59704bd9ee48cde31d6216849294949a61bd3b6040cd15b08c8a58738b8bcc91cc2d1d621b39ee203df5adca7ecceabece","href":"https://static.observableusercontent.com/files/5880f602afc85e199a29af3d47c3ca59704bd9ee48cde31d6216849294949a61bd3b6040cd15b08c8a58738b8bcc91cc2d1d621b39ee203df5adca7ecceabece","name":"research_dataset_rewritten.json","type":"application/json","lastModified":1763248718264.663,"size":242854}] 32:{"id":"4668867f31fd4e50","slug":"literature-gap-mapping","title":"Literature & Gap Mapping: Friction, Interpolation & Amplification","thumbnail":"69e7d1b7f9226b858d833a92b2f13396128f928856af27627a92bb9193722afb","access_level":"public","create_time":"$D2025-11-13T14:28:41.204Z","update_time":"$D2026-01-16T16:15:43.164Z","view_time":null,"first_public_time":"$D2026-05-19T14:53:19.118Z","has_unpublished_edits":null,"fork":false,"stars":2,"starred":false,"owner":{"type":"team","id":"956970941b62fd35","login":"eesur","name":"Sundar Singh","avatar_url":"https://avatars-next.observableusercontent.com/4c0ac1264472f5654ef5be9ac3d11d1d313563e2999527c3b515373567f637fb","tier":"starter_2024"},"version":279,"publish_version":null,"role":null,"authored":false,"authors":[{"type":"individual","id":"07656ab2121ed222","login":"eesur","name":"Sundar Singh","avatar_url":"https://avatars-next.observableusercontent.com/4c0ac1264472f5654ef5be9ac3d11d1d313563e2999527c3b515373567f637fb","tier":null}],"members":[{"type":"individual","id":"07656ab2121ed222","login":"eesur","name":"Sundar Singh","avatar_url":"https://avatars-next.observableusercontent.com/4c0ac1264472f5654ef5be9ac3d11d1d313563e2999527c3b515373567f637fb","tier":null,"role":"editor"},{"type":"team","id":"956970941b62fd35","login":"eesur","name":"Sundar Singh","avatar_url":"https://avatars-next.observableusercontent.com/4c0ac1264472f5654ef5be9ac3d11d1d313563e2999527c3b515373567f637fb","tier":"starter_2024","role":"viewer"}],"comments":[],"custom_thumbnail":false,"trashed":false,"lapsed":null,"subscribed":null,"forks":1,"collection":{"id":"efc85d7261568cb5","slug":"ma-cc-interpolation","title":"MA-CC-interpolation","owner":{"id":"956970941b62fd35","login":"eesur","name":"Sundar Singh"}},"type":"notebook","body":{"title":"Literature & Gap Mapping: Friction, Interpolation & Amplification","cells":[{"id":0,"value":"$34","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":250,"value":"viewof search = Inputs.search(data)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":253,"value":"viewof table = Inputs.table(search)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":270,"value":"data","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":87,"value":"--------\nSelect any source to see the full breakdown — what they contribute, how they approach friction/interpolation/amplification, their stance on automation, and how they relate to the research question.\n\nScores help me compare sources quickly and justify choices about who to cite or build on.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":49,"value":"$35","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":116,"value":"---------------------","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":54,"value":"$36","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":189,"value":"$37","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":77,"value":"------------------\n\nQuick overview of the landscape - how many sources I've mapped, where they sit in relation to automation, which domains are covered, and who's actually addressing all three concepts (friction + interpolation + amplification).\n\nThe bars make it easy to spot gaps — if a category is thin, I know I need to dig deeper there.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":38,"value":"$38","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":11,"value":"```\n _____ ___ ___ \n / /::\\ / /\\ ___ / /\\ \n / /:/\\:\\ / /::\\ / /\\ / /::\\ \n / /:/ \\:\\ / /:/\\:\\ / /:/ / /:/\\:\\ \n /__/:/ \\__\\:| / /:/~/::\\ / /:/ / /:/~/::\\ \n \\ \\:\\ / /:/ /__/:/ /:/\\:\\ / /::\\ /__/:/ /:/\\:\\\n \\ \\:\\ /:/ \\ \\:\\/:/__\\/ /__/:/\\:\\ \\ \\:\\/:/__\\/\n \\ \\:\\/:/ \\ \\::/ \\__\\/ \\:\\ \\ \\::/ \n \\ \\::/ \\ \\:\\ \\ \\:\\ \\ \\:\\ \n \\__\\/ \\ \\:\\ \\__\\/ \\ \\:\\ \n \\__\\/ \\__\\/ \n```","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":36,"value":"data","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":275,"value":"data[0]\n","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":139,"value":"data = [...dataSet, ...dataToAdd]","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":255,"value":"$39","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":219,"value":"$3a","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":210,"value":"$3b","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":155,"value":"$3c","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":30,"value":"$3d","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":128,"value":"$3e","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"},{"id":15,"value":"```\n ___ ___ ___ ___ ___ ___ \n /\\__\\ /\\__\\ /\\ \\ /\\__\\ /\\ \\ /\\ \\ \n /:/ _/_ /:/ / \\:\\ \\ /:/ _/_ |::\\ \\ /::\\ \\ \n /:/ /\\ \\ /:/ / \\:\\ \\ /:/ /\\__\\ |:|:\\ \\ /:/\\:\\ \\ \n /:/ /::\\ \\ /:/ / ___ ___ /::\\ \\ /:/ /:/ _/_ __|:|\\:\\ \\ /:/ /::\\ \\ \n /:/_/:/\\:\\__\\ /:/__/ /\\__\\ /\\ /:/\\:\\__\\ /:/_/:/ /\\__\\ /::::|_\\:\\__\\ /:/_/:/\\:\\__\\\n \\:\\/:/ /:/ / \\:\\ \\ /:/ / \\:\\/:/ \\/__/ \\:\\/:/ /:/ / \\:\\~~\\ \\/__/ \\:\\/:/ \\/__/\n \\::/ /:/ / \\:\\ /:/ / \\::/__/ \\::/_/:/ / \\:\\ \\ \\::/__/ \n \\/_/:/ / \\:\\/:/ / \\:\\ \\ \\:\\/:/ / \\:\\ \\ \\:\\ \\ \n /:/ / \\::/ / \\:\\__\\ \\::/ / \\:\\__\\ \\:\\__\\ \n \\/__/ \\/__/ \\/__/ \\/__/ \\/__/ \\/__/ \n```","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":5,"value":"$3f","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":59,"value":"-----------\n\n``` \n ___ ___ ___ \n / /\\ / /\\ / /\\ \n / /:/ / /:/_ / /:/_ \n / /:/ / /:/ /\\ / /:/ /\\ \n / /:/ ___ / /:/ /::\\ / /:/ /::\\ \n /__/:/ / /\\ /__/:/ /:/\\:\\ /__/:/ /:/\\:\\\n \\ \\:\\ / /:/ \\ \\:\\/:/~/:/ \\ \\:\\/:/~/:/\n \\ \\:\\ /:/ \\ \\::/ /:/ \\ \\::/ /:/ \n \\ \\:\\/:/ \\__\\/ /:/ \\__\\/ /:/ \n \\ \\::/ /__/:/ /__/:/ \n \\__\\/ \\__\\/ \\__\\/ \n```\n ","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":57,"value":"$40","pinned":true,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","output":"","database":"$undefined"},{"id":225,"value":"dataSet = FileAttachment(\"research_dataset_rewritten.json\").json()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W41","stdlib":"1","titling":"auto"}} 33:"$32:body"