Evidence and limits
Finding: A clarification module treats message handoffs as intervention points for missing or corrupted information.
Impact: Watch the recorded review topic (see source), the recorded review topic (see source), the recorded review topic (see source).
Boundary: Builder benchmarks and learned gating do not establish real human clarification burden or repair of internal agent errors. Published cost claims differ from the earlier preprint; do not combine their effect sizes. Next: Appraise comparator budgets and clarification ablations, measuring unnecessary questions and missed handoff errors. Added candidate with Selected full-text review; not an exhaustive evaluation appraisal; not full-text validated, replicated or adopted
Flags: Selected full-text review; not an exhaustive evaluation: Builder benchmarks and learned gating do not establish real human clarification burden or repair of internal agent errors. Published cost claims differ from the earlier preprint; do not combine their effect sizes.
Record State: Candidate only: not accepted into the reviewed catalog
What was reviewed: Selected full-text review; not an exhaustive evaluation