PKM

The architecture of advice

Once you have a month of AI session data, you stop asking 'how much?' and start asking 'what kind?' Mapping the hidden patterns that define how AI actually influences a multi-repo technical portfolio.

30 days of AI collaboration

A data-driven retrospective of one month of high-intensity AI-assisted engineering: 466 sessions, 55,224 turns, 1,772 decisions extracted from raw chat logs into a durable knowledge graph. Built in early April, a month before Anthropic announced 'dreaming' as a feature.