04 Experiments

Interactive Labs

Long-form essays on cognition, AI, and systems. Each one runs in your browser — designed to be experienced, not skimmed.

Gas Town
Lab 04 New

Gas Town

Context rot and goal neglect. Inside Steve Yegge's multi-agent orchestrator — run the factory, inject errors, and take a goal neglect test yourself.

Agentic AI Goal Neglect Multi-Agent
gastown.labs.2.works Open →
From Bits to Minds
Lab 03

From Bits to Minds

Shannon's information theory meets Wiener's cybernetics. Measuring what AI actually understands — and where metacognitive failures hide.

Information Theory Metacognition
metacognition.labs.2.works Open →
Finite Context
Lab 02

Finite Context, Real Memory

Context engineering, RAG, and the finite window — for people who ship. How do you build AI systems that remember when the substrate forgets?

Context Engineering RAG Systems
context.labs.2.works Open →
Clawdbots
Lab 01

Clawdbots & the Moltbook Moment

When the internet molted. How a lobster meme taught the technology industry that text is a syscall — and everything changed.

Agentic AI MCP Infrastructure
clawdbots.labs.2.works Open →
Each lab is a standalone HTML application — no frameworks, no build steps.
Gareth Roberts · 2026