Lab

Article
Same decision shown as two disconnected transcript fragments versus a structured project state node

The Paradigm Problem

Part Two — Conversation is the container. That assumption shaped every layer of the AI stack.

 Article
Compaction diagram showing context window before, during, and after lossy compression

The Model Forgot Again

Part One — AI memory, trust, and the design argument nobody is making.

 Tool
Dual Agent Harness screenshot

Dual Agent Harness

Compare two AI systems side-by-side — flag divergences, export structured session records.