Engineering
Rationale Encoding in Practice
How to embed intent, purpose, and design rationale into systems through constraints, declarative policies, environmental traces, and documentation — and why it decays.
How this plan was made
Each plan on learnings is built by a hand-crafted agentic pipeline: research agents gather primary sources, a claim reviewer verifies facts against them, and a sequencer orders modules for how people actually learn. The curation — topic selection, framing, editorial standards — is Nicolas's. The research and writing is AI-assembled.