Writing
Notes on engineering, leadership, and the craft.
Posts · Page 2 of 8
Consolidating AWS Delivery Without Losing the Runtime Boundary
Jul 2026·AWS deployment pipeline changes can break old runtime paths. Keep CDK, CodeBuild, Ansible, and server entry points separated.
Mining Huge AI Session Transcripts Without Drowning in Them
Jul 2026·AI transcript mining needs evidence-first search, narrow excerpts, and claim labels before large agent logs become source material.
When Editorial Quality Scores Stopped Being the Right Sort Order
Jul 2026·AI editorial workflow boards should separate freshness, quality, and actionability so reviewers see new candidates first.
Choosing Real-Time Commit Story Mining Over Bulk GitHub Indexing
Jul 2026·Commit story mining works better when agents observe intent in real time instead of indexing every repository change first.
Typed Intent Routing Before an Agent Touches the Broker
Jul 2026·Typed intent routing makes model-assisted agent routing usable only when scope, schema, approval, and audit evidence gate execution.
Teaching an AI Reviewer to Disprove Itself Before It Comments
Jul 2026·AI review false positives fall when do-not-flag policy, falsification checks, and trace reporting ship as one system.
When Knowledge Transfer Never Reaches the Code
Jul 2026·Use a knowledge transfer evidence ledger to prove access, ownership, code paths, and failure paths before accepting KT in an engineering handoff.
Use Production Feedback to Choose the Next Field Slice
Jul 2026·Use a production feedback field slice to choose smaller product moves from live signal, with a five-check rubric for reversible decisions before hardening.
Build Rollout Gates Before Field Polish
Jul 2026·A rollout gate checklist for field teams: prove staging, UAT ownership, rollback, observation, and warranty scope before polishing a release.
When a Field Patch Reveals a Platform Gap
Jul 2026·A platform gap often appears as a successful field patch. Learn when migration fixes should become product feedback, with traffic and data examples.