Shipping
Sep 3A11yReadyForms V1 kicked off with the fidelity foundation shipped: a content-completeness gate now…Sep 2A11yReadyTrack A closed end-to-end. Batch-11 verified on the serving Cloud Run revision:…Aug 25VantageLocked suite reached 416 via the corpus→coverage loop — six net-new locks in a day, every…Aug 25VantageThe “A_Pgm de-gate” landed — one admin read now covers the config side of ~24 role-gated…Aug 25VantageFifth platform-found UCR defect filed — an admin “Active” flag that isn’t…Aug 25VantagePublic metrics pipeline moved to GitHub Actions after source-of-truth was consolidated to…Aug 24A11yReadyA 39-document cross-sample — fillable forms, meeting minutes, agendas, election results,…Aug 24VantageThe 250-page UCR User Guide was mined into typed oracles — the authoritative behavior…Jul 30A11yReadyThe self-improvement (learning) system is back on in production, off a validated…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…Sep 3A11yReadyForms V1 kicked off with the fidelity foundation shipped: a content-completeness gate now…Sep 2A11yReadyTrack A closed end-to-end. Batch-11 verified on the serving Cloud Run revision:…Aug 25VantageLocked suite reached 416 via the corpus→coverage loop — six net-new locks in a day, every…Aug 25VantageThe “A_Pgm de-gate” landed — one admin read now covers the config side of ~24 role-gated…Aug 25VantageFifth platform-found UCR defect filed — an admin “Active” flag that isn’t…Aug 25VantagePublic metrics pipeline moved to GitHub Actions after source-of-truth was consolidated to…Aug 24A11yReadyA 39-document cross-sample — fillable forms, meeting minutes, agendas, election results,…Aug 24VantageThe 250-page UCR User Guide was mined into typed oracles — the authoritative behavior…Jul 30A11yReadyThe self-improvement (learning) system is back on in production, off a validated…Jul 26QuillPhase-1 review flow shipped. Primary Data table shows ⚑ needs-attention when any…

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.”