Experiments that turn workflow friction into evidence.
The experiment archive tracks what was tried, what held up, and what should move forward into papers, patterns, or delivery artifacts.
21 tracked experiments / time, cost, errors, and learningstracked experiments
canon lenses
available to inspect
database / automation / judgment frame
Webflow Analyzer Lineage: From Detection to Governed Review
A git-history-backed experiment tracing how Webflow analysis expanded from plagiarism detection into browser-backed MCP review, policy-grounded operations, and creator-facing submission assistance.
AI-Native Filtering: Natural Language Product Discovery
Experiment demonstrating AI-native frontend filtering where users describe what they want in natural language, and an agent applies the appropriate filters.
Shape-Aware ASCII Renderer: 6D Character Matching
High-quality ASCII rendering using 6D shape vectors and contrast enhancement. Characters are matched by shape, not just brightness—resulting in sharp edges and crisp contours.
Living Arena GPU: WebGPU Crowd Simulation
WebGPU-accelerated crowd simulation with 8,000+ agents showing emergent behaviors—bottleneck formation, wave propagation, and panic spreading through social force models.
Webflow Plagiarism Detection: Agent-Native Algorithms
A multi-layer plagiarism detection system combining classic CS algorithms (MinHash, LSH, PageRank, Bayesian) with AI tiers, exposed as MCP tools for team AI agents.
Living Arena: AI-Native Automation at Scale
What if your building could help people without them having to ask? A visualization of arena systems—security, lighting, HVAC, scheduling—all breathing as one, with humans always in control.
IC MVP → Webflow Components: Agentic Translation Pipeline
Systematic translation of IC-built MVPs into production Webflow Code Components via agentic engineering. First validated case: Bundle Scanner translated in 3.5 hours with 95%+ design fidelity.
Canvas Interactivity: High-Performance Interactive Components
Four canvas-based interactive components demonstrating SvelteKit's advantages for rich UI: force-directed graphs, timeline editors, real-time charts, and exportable diagrams.
Spritz: Speed Reading for Video Walkthroughs
RSVP speed reading component with Optimal Recognition Point highlighting—words displayed one at a time, aligned to where your eye naturally focuses. Built for video intro/transition screens and interactive documentation.
Render Preview: See What the AI Sees
Interactive SVG-to-PNG preview showing the ControlNet conditioning input. Upload architectural drawings and see how they transform for AI rendering.
Render Studio: Explicit Control, Transparent Results
Full architectural rendering workflow with Canon presets and pattern-based SVG operations. No natural language—explicit vocabulary, deterministic results.
Kinetic Typography: Data-Ink Ratio for Motion
Text animation as information revelation. Combining fluid morphing with assembly to show semantic weight—where Tufte meets Heidegger.
Heideggerian Form Experience: When Forms Serve Rather Than Extract
An interactive experiment demonstrating Heideggerian philosophy through service configuration. Form behavior embodies Zuhandenheit (transparent use), Vorhandenheit (validation breakdown), Gestell (extraction patterns), and Gelassenheit (service-oriented design).
Validation as Zuhandenheit: Preventing Tool Breakdown Through Proximity
When validation occurs at the point of input, tools remain ready-to-hand. When errors surface downstream, tools break down into present-at-hand obstruction.
Subtractive Typography: When Removal Is the Animation
Exploring scroll-driven text subtraction where the medium embodies the message—corporate fluff strikes through and fades, leaving only the essence: "We remove what obscures."
Dwelling as Conversion: From Assessment to Progressive Erasure
Documenting the evolution from interactive assessment to scroll-driven TextRevelation—two modes of dwelling that transform conversion into experience.
Agent Continuity: Harnesses for Long-Running Sessions
Analysis of Anthropic's agent harness patterns through a Heideggerian lens—how persistent artifacts enable re-entry into the hermeneutic circle across context boundaries.
Template Recategorization: MCP as Hermeneutic Bridge
Using Claude Code with Airtable MCP to recategorize miscategorized Webflow templates—demonstrating how AI agents can participate in the hermeneutic circle of data curation.
Meeting Capture: Tools Recede, Understanding Remains
Building a personal meeting transcription tool that embodies Heideggerian Zuhandenheit—the tool disappears into use while understanding emerges.
Revealing Data Patterns Through Agentic Components
Demonstration of how agentic visualization components automatically reveal patterns, trends, and anomalies without manual analysis.
Agentic Visualization: Autonomous UI Components Embodying Tufte's Principles
Research experiment demonstrating autonomous UI components that embody expert knowledge and make intelligent decisions about data presentation.