↗ Before the Agent
OPENAI BUILD WEEK · DEVELOPER TOOLS
Research ↗

JUDGE DEMO · MEASURED TRACE REPLAY

Five stages.
One visible decision.

This browser version replays real outputs from the final local CQ4 checkpoint. The repository's one-command demo runs arbitrary requests through the actual model on CPU.

./scripts/install-demo.sh
./scripts/run-local-demo.sh
Ready for local preflight.Select a measured case, then run the trace.
56.5%tool-name F1
37.5%exact tool sets
77.8%clarification recall
22.2%unsafe dispatch

The first three numbers show useful learning. The fourth determines the product boundary: suggestion and validation, never silent autonomous launch.