Research

38 articles

           ✓ VALIDATED │ v2.3.0 │ 41/41 tests
        ╔═══════════════════════════════════════════════════════╗
        ║  WEBFLOW PLAGIARISM DETECTION                         ║
        ║                                                       ║
        ║  ┌──────────┐   ┌──────────┐   ┌──────────┐          ║
        ║  │ MinHash  │──▶│   LSH    │──▶│ PageRank │          ║
        ║  │ (1997)   │   │ (1998)   │   │ (1996)   │          ║
        ║  └──────────┘   └──────────┘   └──────────┘          ║
        ║       │              │              │                 ║
        ║       └──────────────┴──────────────┘                 ║
        ║                      │                                ║
        ║               ╔══════▼══════╗                         ║
        ║               ║  Bayesian   ║                         ║
        ║               ║  Confidence ║                         ║
        ║               ╚══════╤══════╝                         ║
        ║                      │                                ║
        ║               ╔══════▼══════╗                         ║
        ║               ║  MCP Tools  ║───▶ Team AI Agents      ║
        ║               ║ (10 tools)  ║                         ║
        ║               ╚═════════════╝                         ║
        ║                                                       ║
        ║  9,593 templates │ 517,850 functions │ $2.20/month    ║
        ╚═══════════════════════════════════════════════════════╝
              Classic algorithms. Agent-native delivery.

January 20, 2026 15 min read

Webflow Plagiarism Detection: Agent-Native Algorithms

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        ╭───────────────────────────────────────╮
       ╱   First pull     Line stop              ╲
      │   Alert only  →  Halt workflow            │
      │   Obligation to pull. Not silence.        │
      ╰───────────────────────────────────────────╯
           Less, but better.

February 1, 2026 18 min read

The Andon Protocol

Research

        ╭───────────────────────────────────────╮
       ╱   Client sees CREATE SOMETHING MCP      ╲
      │   Composio inside  →  Commodity CRUD     │
      │   Margin stays in policy + outcomes      │
      ╰───────────────────────────────────────────╯
           Creation over consumption.

March 4, 2026 22 min read

Composio in the MCP Delivery System

Research

    ╭──────────────────────────────────────────────────────────────╮
    │                                                              │
    │    USER                    AGENT                   FILTERS   │
    │                                                              │
    │  "Show me chairs      ┌─────────────┐      ┌──────────────┐  │
    │   under $2000"   ───▶ │  Workers AI │ ───▶ │ category:    │  │
    │                       │             │      │   seating    │  │
    │                       │  Reasoning  │      │ price: <2000 │  │
    │                       │  Streaming  │      │ status: any  │  │
    │                       └─────────────┘      └──────────────┘  │
    │                             │                     │          │
    │                             ▼                     ▼          │
    │                       ╔═══════════════════════════════════╗  │
    │                       ║    5 products match               ║  │
    │                       ║    ┌───┐ ┌───┐ ┌───┐ ┌───┐ ┌───┐  ║  │
    │                       ║    │   │ │   │ │   │ │   │ │   │  ║  │
    │                       ║    └───┘ └───┘ └───┘ └───┘ └───┘  ║  │
    │                       ╚═══════════════════════════════════╝  │
    │                                                              │
    ╰──────────────────────────────────────────────────────────────╯
         Ask for what you want. Skip the filter taxonomy.

January 31, 2026 10 min read

AI-Native Filtering: Natural Language Product Discovery

research

                                              ✓ VALIDATED
       ╭──────────╮    ╭──────────╮    ╭──────────╮    ╭──────────╮
      ╱          ╲  ╱          ╲  ╱          ╲  ╱          ╲
     │   IC MVP   │══▶│  AGENTIC  │══▶│ WEBFLOW  │══▶│ DESIGNER │
     │            │  │  ANALYSIS │  │COMPONENT │  │  CANVAS  │
     │ Cursor/    │  │           │  │          │  │          │
     │ Claude/    │  │ Structure │  │.webflow  │  │ Props UI │
     │ Lovable    │  │ Deps      │  │.tsx      │  │ Preview  │
      ╲          ╱  │ Styling   │  │Shadow DOM│  │ Publish  │
       ╰──────────╯    ╰──────────╯    ╰──────────╯    ╰──────────╯

     ┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
     ┃  Bundle Scanner: 3.5hrs │ 95%+ fidelity │ 100% features ┃
     ┗━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛
              MVPs stop dying in Downloads folders.

January 16, 2026 15 min read

IC MVP → Webflow Components: Agentic Translation Pipeline

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        ╭───────────────────────────────────────╮
       ╱   1,000 traces     71 error rows        ╲
      │   Aggregates hide  →  clusters surface   │
      │   Incidents become ranked experiments    │
      ╰───────────────────────────────────────────╯
           Reliability is structure, not vibes.

March 4, 2026 15 min read

      TRADITIONAL              SHAPE-AWARE (6D)
    ╭─────────────╮          ╭─────────────────╮
   ╱@@@@@@@@@@@@@@@╲        ╱,,,##########,,,,╲
  │@@@@##########@@@│      │,,##MMMMMMMM##,,,│
  │@@@############@@│ ──▶  │,#MMMMMMMMMMMM#,,│
  │@@@@@@@@@@@@@@@@@@│      │,#MMMMM""""MMM#,,│
   ╲@@@@@@@@@@@@@@@╱        ╲,,##########,,,╱
    ╰─────────────╯          ╰─────────────────╯
    Blurry edges             Sharp contours

           6D Shape Vector
          ╭───┬───╮
          │ ○ │ ○ │ ← upper (staggered)
          ├───┼───┤
          │ ○ │ ○ │ ← middle
          ├───┼───┤
          │ ○ │ ○ │ ← lower (staggered)
          ╰───┴───╯

     ASCII characters are not pixels—
              they have SHAPE.

January 21, 2026 8 min read

Shape-Aware ASCII Renderer: 6D Character Matching

research

                               N ▲
                            ▲▲▲▲▲▲▲
                          ▲▲▲▲▲▲▲▲▲▲▲
                         ╱─────────────╲
                        ╱  ○ ○ ○ ○ ○ ○  ╲
                       │  ○ ○ ● ● ○ ○ ○  │
                    W ◀│ ○ ○ ● ● ● ○ ○ ○ │▶ E
                       │  ○ ○ ● ○ ○ ○ ○  │
                        ╲  ○ ○ ○ ○ ○ ○  ╱
                         ╲─────────────╱
                          ▼▼▼▼▼▼▼▼▼▼▼
                            ▼▼▼▼▼▼▼
                               S ▼

     ○ calm    ● crowded    ● panicked
     8,000+ agents │ 60 FPS │ Social Force Model

     Watch crowds form, bottlenecks emerge, panic spread.

January 20, 2026 8 min read

Living Arena GPU: WebGPU Crowd Simulation

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January 19, 2026 15 min read

Recursive Language Models: Context as Environment Variable

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January 16, 2026 12 min read

Teaching Modalities: Finding the Right Medium for CREATE SOMETHING

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                    ╱╲      ╱╲      ╱╲
                   ╱  ╲    ╱  ╲    ╱  ╲
                  ╱ 🛡️ ╲  ╱ 💡 ╲  ╱ 🌡️ ╲
                 ╱SECUR╲╱ LITE ╲╱ HVAC ╲
                ╱────────────────────────╲
               ╱                          ╲
              │    ╭────────────────╮      │
              │    │                │      │
              │    │   ╭──────╮     │      │
              │    │   │  AI  │     │      │
              │    │   ╰──────╯     │      │
              │    │       │        │      │
              │    │       ▼        │      │
              │    │      👤        │      │
              │    │  HUMAN DECIDES │      │
              │    ╰────────────────╯      │
               ╲                          ╱
                ╲────────────────────────╱
                 ╲ 📅 ╱╲ 📡 ╱╲    ╱
                  ╲  ╱  ╲  ╱  ╲  ╱
                   ╲╱    ╲╱    ╲╱
           The system helps. A human chooses.

January 16, 2026 12 min read

Living Arena: AI-Native Automation at Scale

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    ╭─────────────────────╮    ╭─────────────────────╮
   ╱   KNOWLEDGE GRAPH     ╲  ╱   TIMELINE EDITOR     ╲
  │       ○───○             │ │  ├──●──────●────●──   │
  │      ╱│╲  │             │ │  ├──●────●──────────  │
  │     ○─○─○ ○             │ │  └──●──●────────●──   │
  │    O(n log n)           │ │   ▼ scrub, edit       │
   ╲                       ╱   ╲                     ╱
    ╰─────────────────────╯    ╰─────────────────────╯

    ╭─────────────────────╮    ╭─────────────────────╮
   ╱    REALTIME CHART     ╲  ╱    CANVAS DIAGRAM     ╲
  │         ╱╲              │ │    ┌───┐    ◯         │
  │     ╱╲╱  ╲╱╲            │ │    │   │───▶          │
  │    ─────────────        │ │    └───┘    ◇         │
  │     live streaming      │ │   export PNG/SVG      │
   ╲                       ╱   ╲                     ╱
    ╰─────────────────────╯    ╰─────────────────────╯

      Canvas → pixels, bypassing DOM overhead

January 16, 2026 8 min read

Canvas Interactivity: High-Performance Interactive Components

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    Traditional: Your eyes ←─────→ move across
    ───────────────────────────────────────────

                         │
                         │
                         ▼
              ┌──────────────────────┐
              │                      │
              │     und e r s t and  │
              │           ▲          │
              │           │          │
              │      ORP focus       │
              │                      │
              └──────────────────────┘
                         │
                         │
                         ▼
              Eyes stay fixed.
              Words stream past.

           200 WPM ────▶ 400+ WPM
            with 90% comprehension

January 15, 2026 5 min read

Spritz: Speed Reading for Video Walkthroughs

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January 11, 2026 15 min read

Agent SDK Gemini Tools Integration

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January 11, 2026 12 min read

Beads Cross-Session Memory Patterns

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January 1, 2026 12 min read

Agent SDK Model Routing Optimization

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January 1, 2026 12 min read

Haiku Optimization: Intelligent Model Routing for AI-Native Development

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January 1, 2026 18 min read

The Norvig Partnership: When Empiricism Validates Phenomenology

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December 31, 2025 8 min read

Award-Winning Patterns in Monochrome

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December 27, 2025 15 min read

The Subtractive Studio: Philosophy as Infrastructure

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         ╭─────────────╮        ╭─────────────╮        ╭─────────────╮
        ╱             ╲      ╱             ╲      ╱             ╲
       │  ┌───┐ ┌───┐  │    │  ▓▓▓   ▓▓▓   │    │ ▒▒▒▒▒▒▒▒▒▒▒▒ │
       │  │   │ │   │  │═══▶│  ▓▓▓   ▓▓▓   │═══▶│ ▒▒▒▒▒▒▒▒▒▒▒▒ │
       │  └───┘ └───┘  │WASM│  ▓▓▓▓▓▓▓▓▓   │ AI │ ▒▒▒▒░░▒▒▒▒▒▒ │
       │  ┌─────────┐  │    │  ▓▓▓▓▓▓▓▓▓   │    │ ▒░░░░░░░░▒▒▒ │
       │  │         │  │    │  ▓▓▓▓▓▓▓▓▓   │    │ ▒▒▒▒▒▒▒▒▒▒▒▒ │
        ╲             ╱      ╲             ╱      ╲             ╱
         ╰─────────────╯        ╰─────────────╯        ╰─────────────╯
          Original SVG          Canon Preview          Photorealistic
          (your drawing)       (white on black)           Render

            "See what the AI sees. Control what the AI does."

December 27, 2025 5 min read

Render Preview: See What the AI Sees

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    ┏━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
    ┃   FLOOR PLAN EDITOR    ┃      RENDER PREVIEW          ┃
    ┃                        ┃                              ┃
    ┃   ╔═══╗ ╔═══╗          ┃   ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓    ┃
    ┃   ║   ║ ║   ║ [Upload] ┃   ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓    ┃
    ┃   ╚═══╝ ╚═══╝          ┃   ▓▓▓▓▓   ▓▓▓▓▓   ▓▓▓▓▓▓    ┃
    ┃   ╔═════════════╗      ┃   ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓    ┃
    ┃   ║             ║      ┃   ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓    ┃
    ┃   ╚═════════════╝      ┃                              ┃
    ┣━━━━━━━━━━━━━━━━━━━━━━━━╋━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┫
    ┃ [🛋️][👥][🏷️][🗑️]       ┃  Materials: threshold-dwelling ┃
    ┃                        ┃  Lighting:  golden-hour       ┃
    ┃ [Undo(3)] [Reset]      ┃  Angle:     wide              ┃
    ┗━━━━━━━━━━━━━━━━━━━━━━━━┻━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┛
             Explicit vocabulary. Deterministic results.

December 27, 2025 10 min read

Render Studio: Explicit Control, Transparent Results

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       SCATTER              CONVERGE              WEIGHT
     ╭─────────╮          ╭─────────╮          ╭─────────╮
    │  L     s  │        │           │        │           │
    │    e   ,  │ ═════▶ │ Less, but │ ═════▶ │ Less, but │
    │      b t  │        │    better │        │   BETTER  │
    │  u      r │        │           │        │           │
    │        e  │        │           │        │           │
     ╰─────────╯          ╰─────────╯          ╰─────────╯
         │                    │                    │
         ▼                    ▼                    ▼
    ░░░░░░░░░░░░░░░░▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓████████████████
    0%            20%              60%            100%
    opacity      position         lock        weight gain

        "Above all else, show the data." — Tufte

December 21, 2025 6 min read

Kinetic Typography: Data-Ink Ratio for Motion

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    ╭═══════════════════════════════════════════════════════════════╮
    │                                                               │
    │  ┌──────────────────────┐   ┌──────────────────────────────┐  │
    │  │                      │   │                              │  │
    │  │  SERVICE CONFIG      │   │     LIVE DATABASE            │  │
    │  │  ╭────────────────╮  │   │  ┌────────────────────────┐  │  │
    │  │  │ [Automation ▼] │  │   │  │ automation / workflow  │  │  │
    │  │  ╰────────────────╯  │══▶│  │ 2 features · growth    │  │  │
    │  │  ╭────────────────╮  │   │  ├────────────────────────┤  │  │
    │  │  │ [Workflow   ▼] │  │   │  │ transformation / proc  │  │  │
    │  │  ╰────────────────╯  │   │  │ 4 features · enterprise│  │  │
    │  │  ╭────────────────╮  │   │  └────────────────────────┘  │  │
    │  │  │ ☑ Routing      │  │   │                              │  │
    │  │  │ ☐ Triggers     │  │   │   "The form recedes;         │  │
    │  │  ╰────────────────╯  │   │    the service emerges."     │  │
    │  └──────────────────────┘   └──────────────────────────────┘  │
    │                                                               │
    ╰═══════════════════════════════════════════════════════════════╯
      Zuhandenheit → Vorhandenheit → Gestell → Gelassenheit

December 19, 2025 8 min read

Heideggerian Form Experience: When Forms Serve Rather Than Extract

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December 18, 2025 15 min read

The Autonomous Harness

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December 14, 2025 20 min read

From Learning About to Dwelling Within

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    BEFORE: Vorhandenheit (breakdown)
    ─────────────────────────────────────────
         ╭──────╮    ╭──────╮    ╭──────╮
        ╱ Input  ╲══▶╱Server ╲══▶╱  ???  ╲
       │   ✓     │  │   ✓    │  │ ✗FAIL │
        ╲       ╱    ╲      ╱    ╲      ╱
         ╰──────╯    ╰──────╯    ╰──────╯
                               "failed to
                              upload image"

    AFTER: Zuhandenheit (transparent)
    ─────────────────────────────────────────
              ╭──────────╮
             ╱   Input    ╲───▶ ✓ proceeds
            │  ⚠ 142 chars │
             ╲            ╱───▶ ✗ rename
              ╰──────────╯

       The tool recedes; the work continues.

December 12, 2025 6 min read

Validation as Zuhandenheit: Preventing Tool Breakdown Through Proximity

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      ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░
     ░ We help businesses identify operational         ░
    ░  inefficiencies and implement AI-powered          ░
   ░   automation solutions that streamline              ░
  ░    workflows and remove what obscures.                ░
 ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░
                         ↓ scroll
      ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
     ▒ W̶e̶ ̶h̶e̶l̶p̶ ̶b̶u̶s̶i̶n̶e̶s̶s̶e̶s̶ ̶i̶d̶e̶n̶t̶i̶f̶y̶ ̶o̶p̶e̶r̶a̶t̶i̶o̶n̶a̶l̶         ▒
    ▒  i̶n̶e̶f̶f̶i̶c̶i̶e̶n̶c̶i̶e̶s̶ ̶a̶n̶d̶ ̶i̶m̶p̶l̶e̶m̶e̶n̶t̶ ̶A̶I̶-̶p̶o̶w̶e̶r̶e̶d̶          ▒
   ▒   a̶u̶t̶o̶m̶a̶t̶i̶o̶n̶ ̶s̶o̶l̶u̶t̶i̶o̶n̶s̶ ̶t̶h̶a̶t̶ ̶s̶t̶r̶e̶a̶m̶l̶i̶n̶e̶              ▒
  ▒    w̶o̶r̶k̶f̶l̶o̶w̶s̶ ̶a̶n̶d̶ remove what obscures.                ▒
 ▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒▒
                         ↓ scroll
      ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓

            We remove what obscures.

      ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓
          The medium embodies the message.

December 11, 2025 8 min read

Subtractive Typography: When Removal Is the Animation

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         PHASE 1                          PHASE 2
        ╭───────╮                        ╭───────╮
       ╱ Active  ╲                      ╱Contemp-╲
      ╱   Mode    ╲      ═══════▶      ╱  lative  ╲
     ╱─────────────╲                  ╱───────────╲
    │ Q: Accumulat? │                │  "We help   │
    │ Q: Remove?    │   ──────▶      │  business.."│
    │ Q: Stopping?  │                │      ↓      │
    ╰───────────────╯                │  "We remove │
          │                          │   what      │
          │                          │  obscures"  │
          ▼                          ╰─────────────╯
    ╔═════════════════════════════════════════════╗
    ║  Both achieve Zuhandenheit: tool recedes    ║
    ╚═════════════════════════════════════════════╝

December 11, 2025 12 min read

Dwelling as Conversion: From Assessment to Progressive Erasure

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        ●═══════════●═══════════●═══════════●
       ╱│╲         ╱│╲         ╱│╲         ╱│╲
      ╱ │ ╲       ╱ │ ╲       ╱ │ ╲       ╱ │ ╲
     Session    Session    Session    Session
        1          2          3          N
        │          │          │          │
        └────┬─────┴────┬─────┴────┬─────┘
             │          │          │
             ▼          ▼          ▼
    ╔═══════════════════════════════════════════╗
    ║  ┌─────────────┐  ┌──────────────────┐   ║
    ║  │progress.txt │  │  features.json   │   ║
    ║  │ git history │  │     init.sh      │   ║
    ║  └─────────────┘  └──────────────────┘   ║
    ╚═══════════════════════════════════════════╝
           Artifacts enable re-entry into
             the hermeneutic circle

December 8, 2025 8 min read

Agent Continuity: Harnesses for Long-Running Sessions

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           ✓ VALIDATED
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      █░  ╭─────╮    ╭─────╮    ╭─────╮  ░█
     █░  │SLACK │ ══▶│CLAUDE│ ══▶│  DB │  ░█
    █░   │ 💬  │    │ 🤖  │    │ 📊 │   ░█
   █░    ╰─────╯    ╰─────╯    ╰─────╯    ░█
  █░      Human      Agent      State      ░█
 █░      intent   interprets   updates      ░█
█░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░█
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       8 templates corrected via MCP

December 5, 2025 10 min read

Template Recategorization: MCP as Hermeneutic Bridge

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      The tool recedes, understanding remains.

December 4, 2025 12 min read

Meeting Capture: Tools Recede, Understanding Remains

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📄

December 2, 2025 20 min read

The Hermeneutic Spiral in UX Design: Returning Users as Evolving Context

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📄

November 25, 2025 15 min read

Understanding Graphs: "Less, But Better" Codebase Navigation

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    Components that think, decide, reveal

November 25, 2025 15 min read

Agentic Visualization: Autonomous UI Components Embodying Tufte's Principles

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📄

November 21, 2025 45 min read

Code-Mediated Tool Use: A Hermeneutic Analysis of LLM-Tool Interaction

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Research

Webflow Plagiarism Detection: Agent-Native Algorithms

The Andon Protocol

Composio in the MCP Delivery System

AI-Native Filtering: Natural Language Product Discovery

IC MVP → Webflow Components: Agentic Translation Pipeline

Braintrust Trace Unsurfacing: Finding What Normal Aggregates Hide

The Wrap Pattern: Commodity Integration as Invisible Infrastructure

The Three-Tier Framework: Database, Rules, Policy

Shape-Aware ASCII Renderer: 6D Character Matching

Living Arena GPU: WebGPU Crowd Simulation

Recursive Language Models: Context as Environment Variable

Teaching Modalities: Finding the Right Medium for CREATE SOMETHING

Living Arena: AI-Native Automation at Scale

Canvas Interactivity: High-Performance Interactive Components

Spritz: Speed Reading for Video Walkthroughs

Agent SDK Gemini Tools Integration

Beads Cross-Session Memory Patterns

Agent SDK Model Routing Optimization

Haiku Optimization: Intelligent Model Routing for AI-Native Development

The Norvig Partnership: When Empiricism Validates Phenomenology

Award-Winning Patterns in Monochrome

The Subtractive Studio: Philosophy as Infrastructure

Render Preview: See What the AI Sees

Render Studio: Explicit Control, Transparent Results

Kinetic Typography: Data-Ink Ratio for Motion

Heideggerian Form Experience: When Forms Serve Rather Than Extract

The Autonomous Harness

From Learning About to Dwelling Within

Validation as Zuhandenheit: Preventing Tool Breakdown Through Proximity

Subtractive Typography: When Removal Is the Animation

Dwelling as Conversion: From Assessment to Progressive Erasure

Agent Continuity: Harnesses for Long-Running Sessions

Template Recategorization: MCP as Hermeneutic Bridge

Meeting Capture: Tools Recede, Understanding Remains

The Hermeneutic Spiral in UX Design: Returning Users as Evolving Context

Understanding Graphs: "Less, But Better" Codebase Navigation

Agentic Visualization: Autonomous UI Components Embodying Tufte's Principles

Code-Mediated Tool Use: A Hermeneutic Analysis of LLM-Tool Interaction