Writing
Notes on engineering, leadership, and the craft.
Posts · Page 3 of 9
Turning a Pilot AI Platform Into an Operable Service Contract
Jul 2026·An AI service contract turns a working internal AI pilot into an operable service with owners, dependencies, and fail-closed gates.
When Verification Schemas Drift From Runtime Reality
Jul 2026·Verification schema drift happens when agent output schemas and runtime validators diverge. Make the contract executable before live runs.
Gate default model changes with golden sessions
Jul 2026·Golden sessions give AI runtime model default changes a regression contract across prompts, profiles, approvals, CI, and live evidence.
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.
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.