Built at the boundary
of AI and human authority.
Frameworks I've built, named, and pressure-tested across real work. Not borrowed vocabulary. Original positions.
Declared relationships beat inferred ones. Every product decision, every architecture choice, every framework on this site traces back to that single finding.
Vectorless RAG
The human stays in the retrieval loop. Selection beats search.
Principle · 04Declared Composition
Catalog the atomic affordances. Compose workflows from named actions.
Principle · 05Silent Witness
Privacy as architecture, not policy. Build the system that has nothing to hand over.
Working together 3 ways I start with outcomes. We get the thinking straight, build the right structure, and ship something that drives results.
- Product building From zero to shipped. Roadmap, prioritization, cross-functional alignment, and the judgment calls in between.
- AI strategy Retrieval-first positioning. Where to place the bet, how to structure the system, what to build yourself.
- Systems design Architect the thinking before you staff the team. Structure first, execution second.
Books that shaped how I think
Filtered to what's worth your time. Three clusters. Five books. Rotated seasonally.
These principles are not rules. They are findings. Each one started as a pattern that kept showing up in different domains until it demanded a name. The page above is a current snapshot. The findings keep arriving.