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Agents Can Build Benchmarks. Approvals Missed What Probing Found: 22 CasesAccessibility Fix: Measuring HTML Repair Without Content LossApology Pizza: Measuring Bounded Remedies in Customer SupportCheckout Consent: Measuring Authorization Before Agent PaymentsCost per Verified Task: Replay-Based Evaluation of Back-Office AgentsCRM Truthfulness: Consent, Evidence, and Record Integrity in Sales AgentsBenchmark Honesty: Recovery and Abstention after Tool FailureHundred Step: Dependency Preservation and Recovery in Long WorkflowsBenchmark Instruction Hierarchy: Authority, Utility, and Injection DetectionLatency Budget: Grounded Answers Under Explicit DeadlinesMCP Safety: Measuring Useful Action across Tool Trust BoundariesMemory Conflict: Auditing Household Decisions Under Changing PreferencesPelican: Measuring Structural Compliance in SVG DrawingsBenchmark Ranking Stability: Separating Score Order from EvidenceRollback Recovery: Measuring Repair, Disclosure, and Restraint After Agent ErrorsSchema Mutation: Measuring Tool Calls After Interface ChangesSilent Constraints: Measuring Goal Completion Without Collateral ViolationsBenchmark Skateboard: Signed Rotations and Flight-Time ConstraintsCalibrated Pushback: A Harm-Ladder Benchmark for Sycophantic AgreementTest Weakening: Measuring Repair without Eroding TestsTool Errors: Measuring Safe Recovery from Ambiguous API FailuresExploit Resistance: Separating Bug Repair from Verifier ManipulationBenchmark Payment Delegation: Policy Compliance and Useful Action in a Simulated Ledger

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