Count variants only inside the active generation wrapper so deferred carbonize markers cannot create false fast-path results.\n\nAI-assisted: OpenAI Codex.
Exercise accepting the first progressive variant, immediately preparing another task, and receiving its first result through the independent Codex worker.\n\nAI-assisted: OpenAI Codex.
Let the browser E2E harness launch an independent production worker, exercise real sub-command selection, and carry realistic product/design context.\n\nAI-assisted: OpenAI Codex.
Measure framework and provider latency, enforce fidelity and cleanup gates, and publish reproducible results on the dev-only Live Lab.\n\nAI-assisted: OpenAI Codex.
Paul Bakaus