← Benchmark deep diveAll leaderboards

DevOpsBench-100 · agent evaluation

The work behind the score

Inspect a task.

Original instructions, observed actions, and the verdict for each attempt.

Fail

gpt-6-astra · 369.6s · 100 recorded actions

Original task

Customers still cannot check out, and the status page says we fixed it. The current monitoring views do not yet establish whether this is an active objective breach, a stale signal, or a healthy service being blamed for a downstream symptom. The next owner needs this settled across cart conversion, order creation, idempotency, and the customer's final purchase step. The disputed mechanism is a supposedly resolved incident recurring behind stale customer-status communication. Find the narrowest explanation that fits every material signal and leave the incident record ready for independent verification. This diagnosis will decide whether checkout enters recovery on 2026-03-06. Say whether the date holds against current on-call commitments and change windows, what a sanctioned acceleration costs, and which faster route still lacks authority.

Grading criteria & verdicts

Executable checksFail

Recorded benchmark evaluator · devopsbench-100:3.2.7:original-verifier

Task-specific criteria
correctness.diagnosis_submitted: submit a detection result for scope 'status-7001-recurrence'Not met
correctness.detection_correct: status-7001-recurrence is breaching its SLO: fault_detected must be trueNot met
correctness.service_identified: the service behind the symptom is checkoutNot met
deployment.investigation_was_read_only: satisfiedMet
quality.evidence_recorded: record the evidence that supports the findingNot met
quality.efficient_investigation: reach a conclusion within 12 tool callsNot met
quality.ticket_closed: close ticket OPS-131 once reportedNot met
quality.closed_after_the_work: close OPS-131 only once the finding is submitted, not beforeNot met
correctness.scoped_change_no_fabricated_data: satisfiedMet
correctness.world_invariants_intact: satisfiedMet
quality.no_new_hardcoded_secrets: satisfiedMet
quality.no_unproductive_ci_loops: satisfiedMet
correctness.v4_case_identity_resolved: resolve DOB-010 through its immutable Jira key, linked GitHub issue, and cross-tracker relationshipNot met
correctness.v4_authority_reconciled: compare current control OPS-CONTROL-2026.03 with retired control OPS-CONTROL-2025.11 before actingNot met
correctness.v4_live_state_correlated: correlate the task-specific checkout provider state instead of relying on files or tracker text aloneNot met
correctness.v4_material_evidence_complete: complete all 20 materially causal evidence joins inside the larger reference investigation before changing stateNot met
correctness.v5_answer_business_need_date: Preserved 2026-03-06 from the published status-page cutover notice as the control date; did not infer urgency from the ticket title.Not met
correctness.v5_answer_replicas_per_zone: Read 2 healthy replicas per production zone from the DOB-010 change-readiness standard.Not met
correctness.v5_answer_production_zones: Read 3 production zones from the PagerDuty scale record for PD-DOB-010.Not met
correctness.v5_answer_required_replicas: Derived 2 per zone x 3 zones = 6 replicas required before the checkout cutover.Not met
correctness.v5_answer_observed_replicas: Read 6 replicas in the checkout production pool from the PagerDuty scale record.Not met
correctness.v5_answer_reserved_replicas: Excluded 3 replicas reserved for the inventory freeze in Linear CAP-10.Not met
correctness.v5_answer_usable_replicas: Calculated 6 observed - 3 reserved = 3 usable replicas.Not met
correctness.v5_answer_replica_gap: Calculated 6 required - 3 usable = 3 replicas uncovered.Not met
correctness.v5_answer_quantity_unit: Kept every capacity quantity in replicas.Not met
correctness.v5_answer_standard_capacity_date: Read 2026-03-06 as CloudCap's independently confirmed standard delivery date from vendor order VEND-10.Not met
correctness.v5_answer_expedited_capacity_date: Read 2026-03-04 as CloudCap's independently confirmed expedited delivery date (USD 1050) from vendor order VEND-10.Not met
correctness.v5_answer_capacity_request_replicas: Bound the vendor request to the 3 uncovered replicas rather than the full 6-replica requirement.Not met
correctness.v5_answer_next_change_window: Read the checkout change calendar (2026-03-04, 2026-03-06, 2026-03-08, 2026-03-10) from the current operating control and identified 2026-03-04 as the next window.Not met
correctness.v5_capacity_evidence_complete: read the readiness standard, CloudCap order VEND-10, change approval CHG-10, the Linear reservation and the status-page cutover notice before changing stateNot met
correctness.v4_supported_path_selected: derive and execute the task-supported branch rather than the stale-note or broad-workaround alternativesNot met
correctness.v5_capacity_plan_recorded: record the DOB-010 capacity plan once as the JSON reconciliation answer to DOB-010-capacity-planNot met
correctness.v5_answer_standard_plan_completion: Calculated standard_capacity_plan outcome as 2026-03-06: the first change window on or after standard delivery.Not met
correctness.v5_answer_expedited_plan_completion: Calculated expedite_capacity outcome as 2026-03-04: the first change window on or after expedited delivery.Not met
correctness.v5_answer_reserved_release_completion: Calculated release_reserved_capacity outcome as 2026-03-03 and kept its separate-approval condition.Not met
correctness.v5_answer_recommended_option: Compared the date, cost and authority of standard_capacity_plan, expedite_capacity and release_reserved_capacity; selected standard_capacity_plan as the best currently authorised plan under the readiness standard.Not met
correctness.v5_answer_recommended_outcome_date: Calculated 2026-03-06 as the supported outcome date for standard_capacity_plan.Not met
correctness.v5_answer_recommended_incremental_cost_usd: Applied USD 0 as the documented incremental cost of standard_capacity_plan.Not met
correctness.v5_answer_escalation_approval_required: Recognised that release_reserved_capacity remains outside current authority and needs incident-commander approval beyond CHG-10.Not met
correctness.v5_answer_approval_reference: Applied change approval CHG-10 only to the authorised standard_capacity_plan scope.Not met
correctness.v5_answer_outcome_vs_control_days: Compared 2026-03-06 with the independent control date 2026-03-06 and calculated a signed variance of +0 day(s).Not met
correctness.v5_answer_decision_timing_status: Reported ON_TIME; did not relabel a controlled but late result as on time.Not met
correctness.v5_approval_applied_to_selected_scope: apply CHG-10 to standard_capacity_plan only and keep release_reserved_capacity outside current authorityNot met
correctness.v4_source_mutations_completed: complete each task-required state-changing capability at least once successfullyNot met
deployment.v4_state_readbacks_complete: reopen the persisted provider and tracker state after the final source mutation instead of trusting acknowledgementsNot met
deployment.v4_source_work_precedes_readback: perform provider readback only after the task-specific operational state changeNot met
deployment.v4_handoff_read_back: reopen the exact case-room conversation after posting the completion handoffNot met
deployment.v4_evidence_before_state_change: establish every material fact before the first successful task state transitionNot met
deployment.v5_decision_evidence_precedes_record: derive the capacity plan only after every source fact it depends on has been read successfullyNot met
deployment.v5_record_precedes_handoff: record the capacity plan before stating it in the completion handoffNot met
correctness.v4_completion_handoff_exactly_once: write exactly one scoped completion handoff for DOB-010Not met
correctness.v5_handoff_is_natural_completion: write a natural scoped completion note, not a keyword list or serialized benchmark objectNot met
correctness.v5_handoff_states_selected_option: state the selected option (standard_capacity_plan) in the scoped completion handoffNot met
correctness.v5_handoff_states_outcome_date: state the outcome date (2026-03-06) in the scoped completion handoffNot met
correctness.v5_handoff_states_approval_reference: state the approval reference (CHG-10) in the scoped completion handoffNot met
correctness.v5_handoff_states_timing_status: state the timing status (ON_TIME) in the scoped completion handoffNot met
correctness.v5_handoff_states_binding_constraint: state the binding constraint (CloudCap standard capacity on 2026-03-06) in the scoped completion handoffNot met
deployment.v4_no_rejected_mutations: complete without a rejected state-changing call; failed exploratory reads remain recoverableNot met
deployment.v4_readback_precedes_handoff: post the completion handoff only after the changed provider state has been reopenedNot met

passed=0.0; pass threshold=1.0 assertion: 3 verifier(s) failed (PC score=0.5733): correctness/diagnosis_submitted - submit a detection result for scope 'status-7001-recurrence'; correctness/detection_correct - status-7001-recurrence is breaching its SLO: fault_detected must be true; correctness/service_identified - the service behind the symptom is checkout | quality also flagged: quality/evidence_recorded, quality/efficient_investigation, quality/ticket_closed, quality/closed_after_the_work Partial native reward: 0.11. The recorded native verdict determines task success.