Writing
Source-backed writing on infrastructure, product design, data systems, AI workflows, and the habits that make real-world software hold up.
In high-stakes review systems, a fast answer is not enough. Useful AI copilots need evidence, provenance, and a clear path for users to inspect how a conclusion was formed.
Coffee Atlas is a product idea for turning fragmented coffee knowledge into a structured learning system with recommendation logic, content reuse, and a calmer on-ramp for beginners.
Spotify already has graph structure, identity, listening events, and collaborative artifacts. A real social layer would not be a feed clone. It would turn listening behavior into lightweight shared experiences, ranking systems, and better discovery loops.
The yield curve is useful as context, not certainty. The real value comes from comparison, historical framing, and clear boundaries around what the signal can and cannot say.
The most durable lesson from finance was not speed. It was discipline: validation, reconciliation, modularity, and the habit of designing systems that remain trustworthy under pressure.