Writing

First-principles notes on agent systems and AI for traditional businesses. New posts land here without a redesign.

• Apr 2026

  Building this portfolio

  Why the site ships with the same process I'd bring to a client engagement — PRD, ADRs, ROADMAP, process-gate, agent-readiness, the whole thing in the open.

• Apr 2026

  What I learned building micrograd and makemore from scratch

  A foundations-first reading of Karpathy's Zero to Hero — why re-implementing the thing is the only way to understand the thing.

• Mar 2026

  Notes on bringing AI to an MSME

  WhatsApp, paper ledgers, Tally, and a few spreadsheets. What actually moves the needle, and what doesn't.

• Feb 2026

  Migrating from Fastembed ONNX to Hugging Face TEI

  The specific trade-offs, the retrieval quality delta on an institutional corpus, and why the infra complexity was worth it.