Result To Claim

This is the gate you run after experiments finish but before you write the paper. It collects results from W&B, experiment logs, or whatever you have, then sends them to Codex with the original claim you were testing. Codex judges whether the data actually supports what you want to say, flags missing evidence, and suggests whether you need to pivot, run more experiments, or just revise the claim. The pre-check is smart: it mechanically verifies that cited numbers exist in their source files before spending a Codex call, catching hallucinated evidence early. Routing is automatic based on the verdict. Use this when results are in and you need an honest second opinion before committing to claims.

Install to Claude Code

npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill result-to-claim --agent claude-code