Notes on product engineering, AI systems, and the execution decisions that change outcomes. Kept narrow on purpose.
Architecture, sequencing, and the operating habits that let one person ship a large product fast — 138K lines by day 6, 153K at ship — without letting quality fall apart.
Read →The difference between wrapping a chat API and building something that survives production. Streaming, fallback chains, prompt ownership, and why most 'AI features' are one API change from breaking.
Read →A practical look at where the role helps, where it does not, and how founders can tell when they need technical leadership instead of more tickets closed.
Read →Free 15-minute call. No prep required. If there's no fit, you'll hear it directly.