Journal

Production stories from
agentic delivery.

Engineering stories from production agentic work — deploys, incidents, autofixes, methodology lessons. Dated and technically specific, drawn from our own products. Client engagements stay confidential by default; only generalised patterns and anonymised lessons appear here.

9 May 2026 · 8 min read

How we extracted PayoutKit from PickNDeal — agentic code surgery in one weekend

Manual extraction of a sellable product from a working production codebase usually takes months. We did it in a weekend with the agentic delivery method.

Read the post
8 May 2026 · 6 min read

Three production outages from one schema migration — and the deploy script we hardened to stop them

Drizzle generates queries against the schema your code was deployed with, not the schema in production. Three 500s in a row taught us why schema-touch detection has to gate the deploy.

Read the post