All Experiments

31 tracked experiments with real data — time, costs, errors, and learnings

      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

research

                    ╱╲      ╱╲      ╱╲
                   ╱  ╲    ╱  ╲    ╱  ╲
                  ╱ 🛡️ ╲  ╱ 💡 ╲  ╱ 🌡️ ╲
                 ╱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

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

research

    ╭─────────────────────╮    ╭─────────────────────╮
   ╱   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

research

    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

research

         ╭─────────────╮        ╭─────────────╮        ╭─────────────╮
        ╱             ╲      ╱             ╲      ╱             ╲
       │  ┌───┐ ┌───┐  │    │  ▓▓▓   ▓▓▓   │    │ ▒▒▒▒▒▒▒▒▒▒▒▒ │
       │  │   │ │   │  │═══▶│  ▓▓▓   ▓▓▓   │═══▶│ ▒▒▒▒▒▒▒▒▒▒▒▒ │
       │  └───┘ └───┘  │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

research

    ┏━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
    ┃   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

research

       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

research

    ╭═══════════════════════════════════════════════════════════════╮
    │                                                               │
    │  ┌──────────────────────┐   ┌──────────────────────────────┐  │
    │  │                      │   │                              │  │
    │  │  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

research

    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

research

      ░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░
     ░ 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

research

         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

research

        ●═══════════●═══════════●═══════════●
       ╱│╲         ╱│╲         ╱│╲         ╱│╲
      ╱ │ ╲       ╱ │ ╲       ╱ │ ╲       ╱ │ ╲
     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

research

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

December 5, 2025 10 min read

Template Recategorization: MCP as Hermeneutic Bridge

research

              .+*%S#@@#S%*+.
           ,*S@@@@@@@@@@@@@S*,
         .?#@@@#S%*++++*%S#@@@#?.
        +#@@S*.            .*S@@#+
       *@@#,    ((●))         ,#@@*
      +@@%     ╱     ╲         %@@+
      S@@    ╱   ~~~   ╲        @@S
      #@#   ╱  Whisper  ╲       #@#
      S@@    ╲         ╱        @@S
      +@@%     ╲     ╱    ≡≡≡  %@@+
       *@@#,    ╲   ╱    ≡≡≡ ,#@@*
        +#@@S*.   ╲╱   ≡≡≡.*S@@#+
         .?#@@@#S%*+++*%S#@@@#?.
           ,*S@@@@@@@@@@@@@S*,
              .+*%S#@@#S%*+.
      The tool recedes, understanding remains.

December 4, 2025 12 min read

Meeting Capture: Tools Recede, Understanding Remains

research

                    ▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄
                  ▄█▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀█▄
                 ██  ╱╲                         ██
                ██  ╱  ╲      ╱╲               ██
               ██  ╱    ╲    ╱  ╲   ╱╲        ██
              ██  ╱      ╲  ╱    ╲ ╱  ╲  ↗   ██
             ██──────────────────────────────██
            ██  ▇▆▅▄▃▂▁  Auth     ✓ improving ██
           ██  ▂▂▂▂▂▂▂  Cache    ✓ stable    ██
          ██  ▁▂▃▄▅▆▇  Database ⚠ degrading  ██
         ██  ▄▄▄▄▄▄▄  Storage  → flat        ██
        ██▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄▄██
       ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀
          Patterns emerge without analysis

November 26, 2025 5 min read

Revealing Data Patterns Through Agentic Components

tutorial

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    @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
   #@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@#
    Components that think, decide, reveal

November 25, 2025 15 min read

Agentic Visualization: Autonomous UI Components Embodying Tufte's Principles

research

╔═══════════════════════════════════════╗
║   PRIVACY-FIRST ANALYTICS WITH D1     ║
║   ─────────────────────────────────   ║
║   Multi-Property Analytics System     ║
║   Cloudflare D1 + SvelteKit           ║
║                                       ║
║   TIME: 2.5hrs | COST: $0.60         ║
║   PROPERTIES: 4 | ERRORS: 2           ║
╚═══════════════════════════════════════╝

November 24, 2025 10 min read

Building Privacy-First Analytics with Cloudflare D1

infrastructure

╔═══════════════════════════════════════╗
║  EXPERIMENT #1: AI-NATIVE DESIGN      ║
║  ────────────────────────────────────  ║
║  CANVA MOCKUP → PRODUCTION COMPONENTS ║
║  Claude Vision + Component Generation ║
║                                       ║
║  TIME: 2hrs | COMPONENTS: 5          ║
║  ACCURACY: 95% | ITERATIONS: 3       ║
║  STACK: Claude + SvelteKit + Tailwind║
╚═══════════════════════════════════════╝

November 24, 2025 15 min read

Experiment #1: AI-Native Design Analysis - Canva Mockup to Production Components

Development

╔═══════════════════════════════════════╗
║  EXPERIMENT #1: ZOOM AUTOMATION       ║
║  ────────────────────────────────────  ║
║  NO-CODE → CUSTOM CODE MIGRATION      ║
║  Solving Virtual Scrolling Challenge  ║
║                                       ║
║  AIRTOP ❌ → SELENIUM ✓               ║
║  CHALLENGE: Virtual scroll detection  ║
║  SOLUTION: AI-assisted Selenium       ║
║                                       ║
║  READING: 10min | LEVEL: Intermediate ║
║  STACK: Claude Code + Cloudflare     ║
║  AUTHORS: H. Tofeeq + M. Johnson     ║
╚═══════════════════════════════════════╝

November 21, 2025 10 min read

Building Zoom Transcript Automation with Claude Code + Cloudflare

Browser Automation

╔═══════════════════════════════════════╗
║  EXPERIMENT #7: MONOREPO MIGRATION    ║
║  ────────────────────────────────────  ║
║  TYPE ERRORS → DESIGN CONSTRAINTS     ║
║  "Weniger, aber besser" Validated     ║
║                                       ║
║  TIME: 3hrs | ERRORS FIXED: 164      ║
║  REDUCTION: 84% | DEPLOYMENTS: 4/4   ║
║  FILES: 15 modified | FAILURES: 0    ║
╚═══════════════════════════════════════╝

November 21, 2025 25 min read

Experiment #7: Type System as Constraint - Monorepo Migration Through Systematic Reduction

infrastructure

╔═══════════════════════════════════════╗
║  EXPERIMENT #2: COOKIE SYNC UX        ║
║  ────────────────────────────────────  ║
║  🔖 Bookmarklet + 🧩 Chrome Extension  ║
║  User Friction: 60s → 5s → 0s         ║
║                                       ║
║  DEV TIME: 2hrs | TIME SAVED: 67%    ║
║  CLOUDFLARE: $0/mo | ROI: 20,000%    ║
║  STACK: JS + Chrome API + Workers    ║
╚═══════════════════════════════════════╝

November 20, 2025 12 min read

Zoom Cookie Sync - Client Distribution UX

Browser Automation

╔═══════════════════════════════════════╗
║  EXPERIMENT #3: SUSTAINABILITY        ║
║  ────────────────────────────────────  ║
║  BUG FIXES → SYSTEM EXPERIMENTS       ║
║  Hermeneutic Analysis Framework       ║
║                                       ║
║  TIME: 6hrs | COST SAVINGS: 92%      ║
║  MONTHLY: $460 saved | ROI: 58,100%  ║
║  DOCS: 800+ lines | DEPLOYMENTS: 2   ║
╚═══════════════════════════════════════╝

November 19, 2025 25 min read

Bug Fixes as Sustainability Experiments - Optimizing AI-Native System Constraints

infrastructure

╔═══════════════════════════════════════╗
║  EXPERIMENT #4: HERMENEUTICS          ║
║  ────────────────────────────────────  ║
║  HEIDEGGER'S CIRCLE → CODE PARADOX    ║
║  Ontological Discernment Framework    ║
║                                       ║
║  TIME: 2hrs | CIRCLES: 5 iterations  ║
║  METHOD: Part ↔ Whole Understanding  ║
║  OUTCOME: Paradox resolved ✅        ║
╚═══════════════════════════════════════╝

November 19, 2025 22 min read

Software Hermeneutics - Using Heidegger's Circle to Debug Ontological Code Confusion

methodology

╔═══════════════════════════════════════╗
║  EXPERIMENT #5: WORKFLOWS             ║
║  ────────────────────────────────────  ║
║  CLOUDFLARE WORKFLOWS FOR AI AGENTS   ║
║  Long-Running Task Architecture       ║
║                                       ║
║  TIME: 8min exec | COST: $0.60/mo   ║
║  ARTISTS: 51/day analyzed            ║
║  SAVINGS: $50/mo infrastructure      ║
╚═══════════════════════════════════════╝

November 19, 2025 18 min read

Cloudflare Workflows for Long-Running AI Agents - A&R Discovery Automation

infrastructure

╔═══════════════════════════════════════╗
║  EXPERIMENT #6: GMAIL→NOTION SYNC     ║
║  ────────────────────────────────────  ║
║  MULTI-USER OAUTH + HTML PARSING      ║
║  Workers AI + Notion API 2025-09-03   ║
║                                       ║
║  TIME: 11hrs | SAVINGS: 55-65%       ║
║  COST: $6.30 | SYNC: Every 5min     ║
║  USERS: Multi-user OAuth support     ║
╚═══════════════════════════════════════╝

November 19, 2025 24 min read

Multi-User Gmail→Notion Sync - OAuth, HTML Parsing, and AI Summarization at Scale

Automation

╔════════════════════════════════════════╗
║  NOTION API 2025-09-03 MIGRATION      ║
║  ────────────────────────────────────  ║
║  database_id → data_source_id          ║
║                                        ║
║  DIFFICULTY: Intermediate              ║
║  LESSONS: 3 | TIME: ~20 minutes        ║
║  DEADLINE: September 3, 2025           ║
╚════════════════════════════════════════╝

November 18, 2025 20 min read

Notion API 2025-09-03 Migration: database_id → data_source_id

api-migration

    ╔══════════════════════════════════════╗
    ║         CLOUDFLARE WORKERS           ║
    ║              KV STORAGE              ║
    ╠══════════════════════════════════════╣
    ║                                      ║
    ║    ┌─────────┐     ┌─────────┐     ║
    ║    │  KEY 1  │ ──▶ │ VALUE 1 │     ║
    ║    └─────────┘     └─────────┘     ║
    ║                                      ║
    ║    ┌─────────┐     ┌─────────┐     ║
    ║    │  KEY 2  │ ──▶ │ VALUE 2 │     ║
    ║    └─────────┘     └─────────┘     ║
    ║                                      ║
    ║    ┌─────────┐     ┌─────────┐     ║
    ║    │  KEY 3  │ ──▶ │ VALUE 3 │     ║
    ║    └─────────┘     └─────────┘     ║
    ║                                      ║
    ║         GLOBAL • LOW LATENCY        ║
    ╚══════════════════════════════════════╝

November 17, 2025 25 min read

Cloudflare Workers KV Quick Start

infrastructure

    ╔═══════════════════════════════════════════════════════════╗
    ║   ARC FOR GMAIL                                           ║
    ║                                                           ║
    ║     Gmail ──────────arc──────────> Notion                 ║
    ║       │                              │                    ║
    ║       │  1. Label email              │                    ║
    ║       │  2. Worker syncs (5min)      │                    ║
    ║       │  3. HTML → Blocks            │                    ║
    ║       │  4. AI summary               │                    ║
    ║       │  5. Contact auto-create      │                    ║
    ║       ▼                              ▼                    ║
    ║   ┌───────┐                    ┌───────────┐              ║
    ║   │ OAuth │                    │ Database  │              ║
    ║   └───────┘                    └───────────┘              ║
    ║                                                           ║
    ║   "Tool recedes, work emerges" — Zuhandenheit             ║
    ╚═══════════════════════════════════════════════════════════╝

November 1, 2025 12 min read

Arc for Gmail

case-study

    ╔═══════════════════════════════════════════════════════════╗
    ║   MAVERICK X                                              ║
    ║                                                           ║
    ║   ┌─────────────────────────────────────────────────────┐ ║
    ║   │                                                     │ ║
    ║   │    PetroX     LithX      DME                        │ ║
    ║   │     ⬡         ⬡         ⬡                           │ ║
    ║   │   Oil+Gas   Mining   Water                          │ ║
    ║   │                                                     │ ║
    ║   │   ───────────────────────────────────               │ ║
    ║   │   Industrial Chemistry | Next.js 14                 │ ║
    ║   └─────────────────────────────────────────────────────┘ ║
    ║                                                           ║
    ║   "Less, but better" — Dieter Rams                       ║
    ╚═══════════════════════════════════════════════════════════╝

October 20, 2025 8 min read

Maverick X

case-study