AI collaboration
How AI was used
- Codex handled the monorepo setup, Svelte app work, Cloudflare Worker routes, Effect layers, Drizzle schema, deployment wiring, and repeated QA passes.
- Specialized agent passes were used for architecture cleanup and product design review while the main implementation stayed in one integrated code path.
- I stepped in when generated work drifted from the brief: removing mock outputs, enforcing real Google AI calls, replacing odd Effect dependency passing with tags/layers, and simplifying copied reference-site navigation into utility-only UI.