Luke V.
AI Product Builder · Technical Product Manager
I work in unfamiliar, ambiguous workflows: learn the domain fast, reduce risk before code, and ship the smallest reliable system real users can actually adopt. AI-assisted execution stays under operator control.
Reliable over clever. Judgment over automation.
Production pilot · Real users · Supabase/RLS · Multi-agent AI workflow · Observation-led product design
Featured Work
Cadence
Live pilot app for private music teachers and parents. Supabase/RLS, email OTP auth, parent-safe database views, scheduling, and a live teacher pilot.
View case study →PrototypePuppy Program OS
Operational system for a national guide dog organization. Postgres-native alert engine, 18-table multi-tenant schema with RLS, and staff intervention workflows.
View case study →ActiveMulti-Agent Workflow
Structured AI build workflow used to ship Cadence. Scoped prompts, sequential execution, Playwright QA gates, and clean git checkpoints.
View case study →Selected Analysis
Product Analysis · AI Education · Edtech
Anthropic Academy and the Skill Formation Gap
Why AI product education needs living learning infrastructure, not just courses, quizzes, and completion certificates.
Skilljar LMS · content decay · assessment gaps · labor-market signal
Read →Edtech Teardown
Why coding bootcamps are dying — and what replaces them
A 2023 course review reread in 2026. Coffee Credit formula, business model analysis, and four futures for coding schools.
Read →Substack
Read more on Substack →
Essays on building, operating, and shipping.