AI Development Research with Real Data

47 tracked experiments. 15 research papers. Every piece shows what was built, how long it took, what it cost, and what actually worked.

Experiments

Try it yourself

Interactive demonstrations you can run. Build something, see the results, learn by doing. Each experiment tracks time, cost, and outcomes.

Explore Experiments

Papers

Read the analysis

Research papers with methodology, data, and conclusions. Each paper documents what we tested, what we found, and what it means.

Read Papers

Both paths connect. Experiments test what papers theorize. Papers explain what experiments reveal.

Featured Experiments

Try these yourself—each tracks time, cost, and what actually worked

    ╔═══════════════════════════════════════════════════════════════════════╗
    ║   RENDER PREVIEW: SEE WHAT THE AI SEES                                ║
    ║                                                                       ║
    ║   ┌─────────────────┐        ┌─────────────────┐        ┌───────────┐ ║
    ║   │    ┌───┐ ┌───┐  │        │    ▓▓▓   ▓▓▓   │        │  photo-   │ ║
    ║   │    │   │ │   │  │   →    │    ▓▓▓   ▓▓▓   │   →    │  realistic│ ║
    ║   │    └───┘ └───┘  │  WASM  │    ▓▓▓▓▓▓▓▓▓   │   AI   │  render   │ ║
    ║   │    ┌─────────┐  │        │    ▓▓▓▓▓▓▓▓▓   │        │           │ ║
    ║   │    │         │  │        │    ▓▓▓▓▓▓▓▓▓   │        │           │ ║
    ║   │    └─────────┘  │        │                 │        │           │ ║
    ║   └─────────────────┘        └─────────────────┘        └───────────┘ ║
    ║      Original SVG              Canon Preview           ControlNet    ║
    ║      (your drawing)          (white on black)          (photorealism)║
    ║                                                                       ║
    ║   "See what the AI sees. Control what the AI does."                   ║
    ╚═══════════════════════════════════════════════════════════════════════╝

December 27, 2025 5 min read

Render Preview: See What the AI Sees

research

    ╔═══════════════════════════════════════════════════════════════════════════════════╗
    ║   RENDER STUDIO: EXPLICIT CONTROL, TRANSPARENT RESULTS                            ║
    ║                                                                                   ║
    ║   ┌─────────────────────────────┬─────────────────────────────────────────────┐   ║
    ║   │     FLOOR PLAN EDITOR       │        RENDER PREVIEW                       │   ║
    ║   │                             │                                             │   ║
    ║   │   ┌───┐ ┌───┐  [Upload]     │   ┌─────────────────────────────────────┐   │   ║
    ║   │   │   │ │   │               │   │     ControlNet Conditioning         │   │   ║
    ║   │   └───┘ └───┘               │   │     ▓▓▓▓▓   ▓▓▓▓▓   ▓▓▓▓▓           │   │   ║
    ║   │   ┌─────────────┐           │   │     ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓           │   │   ║
    ║   │   │             │           │   │     ▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓▓           │   │   ║
    ║   │   └─────────────┘           │   └─────────────────────────────────────┘   │   ║
    ║   │                             │                                             │   ║
    ║   │   ┌─ SVG Operations ──────┐ │   ┌─ Render Settings ───────────────────┐   │   ║
    ║   │   │ [🛋️ Furniture] [👥 Ppl] │ │   │ Materials: [threshold-dwelling ▼]  │   │   ║
    ║   │   │ [🏷️ Label] [🗑️ Remove] │ │   │ Lighting:  [golden-hour ▼]         │   │   ║
    ║   │   └───────────────────────┘ │   │ Angle:     [wide ▼]                 │   │   ║
    ║   │                             │   └─────────────────────────────────────┘   │   ║
    ║   │   History: [Undo (3)] [Reset]│   [          Generate Render           ]   │   ║
    ║   └─────────────────────────────┴─────────────────────────────────────────────┘   ║
    ║                                                                                   ║
    ║   "See what the AI sees. Control what the AI does." — Canon Differentiation       ║
    ╚═══════════════════════════════════════════════════════════════════════════════════╝

December 27, 2025 10 min read

Render Studio: Explicit Control, Transparent Results

research

    ╔═══════════════════════════════════════════════════════════════════════╗
    ║   KINETIC TYPOGRAPHY: DATA-INK RATIO FOR MOTION                       ║
    ║                                                                       ║
    ║   Phase 1: Scatter          Phase 2: Converge        Phase 3: Weight  ║
    ║   ┌───────────────────┐     ┌───────────────────┐    ┌──────────────┐ ║
    ║   │  L     s          │     │                   │    │              │ ║
    ║   │    e       ,      │     │  Less, but        │    │  Less, but   │ ║
    ║   │       b  t        │ ──▶ │       better      │ ──▶│      BETTER  │ ║
    ║   │  u           r    │     │                   │    │              │ ║
    ║   │         e         │     │                   │    │              │ ║
    ║   └───────────────────┘     └───────────────────┘    └──────────────┘ ║
    ║                                                                       ║
    ║   0%─────────20%────────60%─────────80%────────100%                   ║
    ║   opacity    position      lock        weight gain                    ║
    ║                                                                       ║
    ║   "Above all else, show the data." — Edward Tufte                     ║
    ╚═══════════════════════════════════════════════════════════════════════╝

December 21, 2025 6 min read

Kinetic Typography: Data-Ink Ratio for Motion

research

    ╔═══════════════════════════════════════════════════════════════════════╗
    ║   HEIDEGGERIAN FORM EXPERIENCE                                        ║
    ║                                                                       ║
    ║   ┌─────────────────────────────┬────────────────────────────────┐    ║
    ║   │                             │                                │    ║
    ║   │    SERVICE CONFIGURATION    │     LIVE DATABASE              │    ║
    ║   │                             │                                │    ║
    ║   │    ┌─ Service Type ────┐    │     ┌────────────────────────┐ │    ║
    ║   │    │ [Automation    ▼] │    │     │ automation / workflow  │ │    ║
    ║   │    └───────────────────┘    │     │ 2 features · growth    │ │    ║
    ║   │                             │     ├────────────────────────┤ │    ║
    ║   │    ┌─ Scope ───────────┐    │     │ transformation / proc  │ │    ║
    ║   │    │ [Workflow      ▼] │    │     │ 4 features · enterprise│ │    ║
    ║   │    └───────────────────┘    │     └────────────────────────┘ │    ║
    ║   │                             │                                │    ║
    ║   │    ┌─ Features ────────┐    │     "The form recedes;         │    ║
    ║   │    │ ☑ Routing         │    │      the service emerges."     │    ║
    ║   │    │ ☐ Triggers        │    │                                │    ║
    ║   │    └───────────────────┘    │                                │    ║
    ║   │                             │                                │    ║
    ║   └─────────────────────────────┴────────────────────────────────┘    ║
    ║                                                                       ║
    ║   Zuhandenheit → Vorhandenheit → Gestell → Gelassenheit              ║
    ╚═══════════════════════════════════════════════════════════════════════╝

December 19, 2025 8 min read

Heideggerian Form Experience: When Forms Serve Rather Than Extract

research

    ╔═══════════════════════════════════════════╗
    ║   VALIDATION AS ZUHANDENHEIT              ║
    ║                                           ║
    ║   Before (Vorhandenheit):                 ║
    ║   ┌────────┐     ┌────────┐     ┌──────┐  ║
    ║   │ Input  │ ──▶ │ Server │ ──▶ │ ???  │  ║
    ║   │ (ok)   │     │  (ok)  │     │ FAIL │  ║
    ║   └────────┘     └────────┘     └──────┘  ║
    ║                                 ↑         ║
    ║                          "failed to       ║
    ║                           upload image"   ║
    ║                                           ║
    ║   After (Zuhandenheit):                   ║
    ║   ┌────────┐                              ║
    ║   │ Input  │ ──▶ ✓ proceeds               ║
    ║   │ ⚠ 142  │     or                       ║
    ║   │ chars  │ ──▶ ✗ "rename file"          ║
    ║   └────────┘                              ║
    ║                                           ║
    ║   The tool recedes; the work continues.   ║
    ╚═══════════════════════════════════════════╝

December 12, 2025 6 min read

Validation as Zuhandenheit: Preventing Tool Breakdown Through Proximity

research

    ╔═══════════════════════════════════════════════════════════════╗
    ║   SUBTRACTIVE TYPOGRAPHY                                      ║
    ║                                                               ║
    ║   Frame 0:                                                    ║
    ║   ┌─────────────────────────────────────────────────────────┐ ║
    ║   │ We help businesses identify operational inefficiencies  │ ║
    ║   │ and implement AI-powered automation solutions that      │ ║
    ║   │ streamline workflows and remove what obscures.          │ ║
    ║   └─────────────────────────────────────────────────────────┘ ║
    ║                              ↓ scroll                         ║
    ║   Frame 1:                                                    ║
    ║   ┌─────────────────────────────────────────────────────────┐ ║
    ║   │ We h̶e̶l̶p̶ ̶b̶u̶s̶i̶n̶e̶s̶s̶e̶s̶ ̶i̶d̶e̶n̶t̶i̶f̶y̶ ̶o̶p̶e̶r̶a̶t̶i̶o̶n̶a̶l̶ ̶i̶n̶e̶f̶f̶i̶c̶i̶e̶n̶c̶i̶e̶s̶  │ ║
    ║   │ a̶n̶d̶ ̶i̶m̶p̶l̶e̶m̶e̶n̶t̶ ̶A̶I̶-̶p̶o̶w̶e̶r̶e̶d̶ ̶a̶u̶t̶o̶m̶a̶t̶i̶o̶n̶ ̶s̶o̶l̶u̶t̶i̶o̶n̶s̶ ̶t̶h̶a̶t̶      │ ║
    ║   │ s̶t̶r̶e̶a̶m̶l̶i̶n̶e̶ ̶w̶o̶r̶k̶f̶l̶o̶w̶s̶ ̶a̶n̶d̶ remove what obscures.        │ ║
    ║   └─────────────────────────────────────────────────────────┘ ║
    ║                              ↓ scroll                         ║
    ║   Frame 2:                                                    ║
    ║   ┌─────────────────────────────────────────────────────────┐ ║
    ║   │                                                         │ ║
    ║   │              We remove what obscures.                   │ ║
    ║   │                                                         │ ║
    ║   └─────────────────────────────────────────────────────────┘ ║
    ║                                                               ║
    ║   "The medium embodies the message."                          ║
    ╚═══════════════════════════════════════════════════════════════╝

December 11, 2025 8 min read