result-to-claim

Automate claim validation by evaluating experimental results against intended claims to reduce subjectivity. This skill handles data collection, evidence verification, and expert judgment via Codex MCP to provide an objective verdict on result validity.

Evaluating research results before writing papers requires assessing experimental outcomes against intended claims. This skill automates that assessment, providing an objective verdict and suggesting next steps like pivot, supplement, or confirm based on evidence gathered.

Use wandb runs or descriptions to evaluate the support of a research result. The skill automates result evaluation against intended claims, handling data collection and evidence verification to deliver an objective assessment of validity.

Codex MCP supports automated evidence verification within research workflows. The skill uses it to handle data collection and expert judgment, providing an objective verdict on whether results support the intended claims.

Use automated claim validation after experiments are complete and before writing papers or conducting ablations. It streamlines the assessment of research results against claims, reducing bias and suggesting next steps like pivot, supplement, or confirm.