01
New capabilities, wired in and verified
Live
Added on‑demand image and vector generation that routes to the right model for the job. Connected the code and database stack (read‑only, least‑privilege). Added office‑document‑to‑markdown conversion and a live status readout. Each one was vetted against what already existed, so only the genuinely additive tools stayed. The rest were named and skipped, on purpose.
02
A sharper memory for Eugene, the conductor
Shipped
Eugene runs the whole crew, so his recall has to be sharp. We built him a re‑ranker so he surfaces the right note and pushes the near‑misses out of the way. The first model was accurate but slow, about 10 seconds a lookup. We swapped it for a lighter one at roughly 0.4 seconds, running fully on‑device. Code review caught a real bug before it shipped. QA reproduced the fix under pressure. Then it was committed. The orchestrator got faster at the one thing he does most.
03
A full audit of the whole system
Done
Four inspectors reviewed the setup in parallel: its structure, its memory, its wiring, and its notes. The pass scaffolded missing project spaces, set a cadence so the memory stops going stale, retired eight redundant tools, and reclaimed 134 MB of dead weight. Housekeeping, but the kind that keeps the whole thing sharp.
04
A study app, redesigned end to end
Shipped
The flagship. A study app I use to prep for a certification felt clunky. The design agent rendered every screen and named the real problem: no mobile‑first hierarchy, and headers physically colliding on my actual iPhone.
Then it caught something the eye would miss. The correct answer was the longest option in 96% of questions, so the app was quietly training me to pick the longest answer instead of the right one. We rewrote the question bank. That is down to 28% now, where pure chance is 25%.
The interface was rebuilt mobile‑first with proper handling for the iPhone's notch. Code review caught a timer that could freeze the screen mid‑test, and it was fixed. QA walked every flow and proved it. The last gate is the real phone, because headless testing cannot see a physical notch. Being honest about that is the point, not a footnote.