Review a Plausible Wrong Suggestion

Use the authored proposals or an optional real assistant. Preserve your attempt; inspect the suggestion before accepting anything; supply a counterexample for strict comparison or deduplication. Evidence: accepted/rejected suggestion, reason and fresh unassisted variant. Label authored offline examples versus actual model outputs.

Keep predictions before observations. Use the guided lab for commands and contracts; use calibration after your attempt.