result-to-claim
Result-to-Claim Gate
Experiments produce numbers; this gate decides what those numbers mean. Collect results from available sources, get a Codex judgment, then auto-route based on the verdict.
Context: $ARGUMENTS
When to Use
- After a set of experiments completes (main results, not just sanity checks)
- Before committing to claims in a paper or review response
- When results are ambiguous and you need an objective second opinion
Workflow
Step 1: Collect Results
Gather experiment data from whatever sources are available in the project:
- W&B (preferred):
wandb.Api().run("<entity>/<project>/<run_id>").history()— metrics, training curves, comparisons
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