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…

The Program

5 production AI initiatives, 1 embedded architectprogram

I currently run the AI program inside Multnomah County — architecting, building, and shipping production AI across 5 simultaneous initiatives. Plus other client work shipped in the last few years.

Live ProgramShipping Weekly

Multnomah County AI Program

Four production AI initiatives running simultaneously inside the County, plus one in discovery and one restricted engagement proposal. I'm the embedded AI architect: I design the systems, write the code, capture the institutional knowledge, and ship features weekly. The program runs its own public presentation hub with a dated activity feed — anyone can verify the velocity.

2
Production Systems
1
Active Development
1
In Discovery
1
Restricted Proposal

Program Initiatives

Live hub
A11yReady
In Production · Scaling

A11yReady

AI-Powered Document Accessibility Platform

DCA

Converts public-facing PDFs into fully accessible HTML in 30–90 seconds — versus 1–4 hours of manual remediation. A Vertex-AI pipeline routes each document through one of 34 type-specific clusters with a deterministic forms path that anchors fields to embedded AcroForm widgets, so extraction is stable run-to-run.

30s
PDF → HTML
95%+
WCAG 2.1 AA
$0.50–$2
Per Document
Vertex AIGemini 2.5 Flash/ProClaude Sonnet 4.5Claude Haiku 4.5+7
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File Intelligence Platform
In Production · Scaling

File Intelligence Platform

Drupal-Aware Site Intelligence for multco.us

Multnomah County · WDX

Nightly Google Cloud pipeline that reconciles 56,500+ Drupal CMS files across 9,900+ published pages on multco.us. Six-bucket file classification, axe-core WCAG 2.1 AA scoring, Vertex AI service classification + remediation proposals, citizen-journey personas, per-department health trends, and an editor-attribution layer so every issue has an owner.

56.5K
Files Classified
9.9K
Pages Crawled
92.3%
Xingwu Agreement
Python 3.11FastAPIReact 19Vite+10
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AI-Powered Testing Platform
Active Development

AI-Powered Testing Platform

6-Agent System for Legacy Modernization

DCHS / QA

A team of 6 specialized AI agents that indexes legacy codebases, captures institutional knowledge before retiring staff walk out the door, generates regression tests from that knowledge, and watches for drift on every commit. Multi-tenant from day one — UCR is tenant 1; ACHP onboards next.

5/6
Agents Closed-Loop
9,420
Indexed Symbols
148
Specs / Run
Vertex AIClaude Sonnet 4.6PlaywrightFastAPI+8
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UCR Modernization
Discovery

UCR Modernization

Behavioral Test Capture from Retiring SMEs

DCHS

Vision for modernizing the Universal Client Registry — DCHS's system for managing client demographics, enrollments, and services across four divisions. Gated on first proving behavioral equivalence: every workflow Rikki documented over 36 years becomes an executable test the modernized UCR must pass before it ships.

704
SME Knowledge Sessions
208
Behavioral Tests (v2)
32 / day
Questions Answered
Playwright (regression suite)FastAPIReactVite+7
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Earlier Multnomah County Work

Other Production Systems