Keep short crash-recovery leases without allowing a healthy worker to queue its own generation twice, and surface non-monotonic benchmark journals as errors.\n\nAI-assisted: OpenAI Codex.
Replace stale startup and synthetic claims with production browser timing, matched architecture comparisons, Accept latency, and honest run counts.\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.
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