Shipping
Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…

How I Run the Program

How an AI program goes from discovery to scale

Seven phases I run inside organizations — from problem discovery and SME knowledge capture through architecture, build, deployment, stakeholder enablement, and handoff. The same playbook currently running 5 production initiatives at Multnomah County.

“The best AI program leads aren't the ones who write the most code. They're the ones who make the fewest decisions they have to reverse.”