operator-handoff

Use when debating hypotheses, turning claims into predictions, planning experiments, or checking causal and empirical designs.

Use when discovering research gaps, screening literature, extracting evidence, or building evidence-grounded thesis claims.

Use when summarizing experiment results, interpreting uncertainty, reviewing quantitative claims, or connecting statistical reports to manuscript text.

Use when screening or reviewing research, checking manuscript claims, or proposing a bounded repair after review feedback.

Use when drafting or repairing manuscript text with quantitative results, citations, or causal claims.

Use when generating, refining, or reviewing experiment code and when tying execution artifacts to a research plan.

Use when repairing experiment code failures involving timeouts, imports, sandbox restrictions, or output JSON.

Use during adversarial hypothesis debate, objection resolution, and moderation of research claims.