Lab Notes
Dispatches from the factory floor. Technical deep-dives, lessons learned, and real numbers.
2026-02-28 · 7 min
3 Products in 10 Days
How we shipped DAF Directory, DAF Benchmark, and AdaptiveTest Skills from spec files to production — with one engineer and AI agents.
2026-02-27 · 5 min
From 1 Product to 4: Scaling the Production Line
What changes when a solo founder goes from maintaining one product to four — and what stays the same.
2026-02-25 · 6 min
The Dark Factory Score
A single 0-5 scale that measures AI tools, codebases, and developers. Here's how the Dark Factory Score works and why it matters.
2026-02-15 · 6 min
Our Journey to Level 5
We're on a public journey from Level 3 to Level 5 AI production. Here's the framework, where we stand, and what comes next.
2026-02-14 · 8 min
18 PRs in 7 Days: A Level 3 Engineering Sprint
How Claude Code shipped a full engineering sprint on AdaptiveTest — with real PR numbers, test counts, and lessons learned.