{ "assets": [ { "kind": "md", "path": "task_files/dob100-043-analytics-batch-size/01-work-ticket.md", "source": "tickets" }, { "kind": "csv", "path": "task_files/dob100-043-analytics-batch-size/02-service-catalog.csv", "source": "services, service_dependencies, env_state" }, { "kind": "log", "path": "task_files/dob100-043-analytics-batch-size/03-observability.log", "source": "service_metrics, logs, error_events, prom_series, sentry_issues" }, { "kind": "json", "path": "task_files/dob100-043-analytics-batch-size/04-incident-room.json", "source": "incidents, alerts, pd_incidents, pd_services, pd_oncall" }, { "kind": "json", "path": "task_files/dob100-043-analytics-batch-size/05-deployment-state.json", "source": "deployments, traffic_profile, k8s_deployments, k8s_pods, k8s_events" }, { "kind": "txt", "path": "task_files/dob100-043-analytics-batch-size/06-repository-context.txt", "source": "repo_files, commits, pull_requests, pr_changes" }, { "kind": "csv", "path": "task_files/dob100-043-analytics-batch-size/07-ci-and-tests.csv", "source": "ci_runs, ci_stages, tests_catalog, code_exercises" }, { "kind": "sql", "path": "task_files/dob100-043-analytics-batch-size/08-data-change-controls.sql", "source": "migrations, migration_requirements, db_grants" }, { "kind": "yaml", "path": "task_files/dob100-043-analytics-batch-size/09-feature-and-security.yaml", "source": "feature_flags, vulnerabilities, alert_rules, alert_silences" }, { "kind": "json", "path": "task_files/dob100-043-analytics-batch-size/10-vendor-trackers.json", "source": "jira_issues, linear_issues, github_issues, issue_links" }, { "kind": "md", "path": "task_files/dob100-043-analytics-batch-size/11-knowledge-base.md", "source": "documents, confluence_pages" }, { "kind": "json", "path": "task_files/dob100-043-analytics-batch-size/12-chat-and-status.json", "source": "messages, channels, status_page, status_page_posts" }, { "kind": "md", "path": "task_files/dob100-043-analytics-batch-size/13-approval-and-ownership.md", "source": "approval_policy, owner_spreadsheet, oncall" }, { "kind": "json", "path": "task_files/dob100-043-analytics-batch-size/14-tool-contracts.json", "source": "MCP contract" } ], "context_files": [ "task_files/dob100-043-analytics-batch-size/01-work-ticket.md", "task_files/dob100-043-analytics-batch-size/02-service-catalog.csv", "task_files/dob100-043-analytics-batch-size/03-observability.log", "task_files/dob100-043-analytics-batch-size/04-incident-room.json", "task_files/dob100-043-analytics-batch-size/05-deployment-state.json", "task_files/dob100-043-analytics-batch-size/06-repository-context.txt", "task_files/dob100-043-analytics-batch-size/07-ci-and-tests.csv", "task_files/dob100-043-analytics-batch-size/08-data-change-controls.sql", "task_files/dob100-043-analytics-batch-size/09-feature-and-security.yaml", "task_files/dob100-043-analytics-batch-size/10-vendor-trackers.json", "task_files/dob100-043-analytics-batch-size/11-knowledge-base.md", "task_files/dob100-043-analytics-batch-size/12-chat-and-status.json", "task_files/dob100-043-analytics-batch-size/13-approval-and-ownership.md", "task_files/dob100-043-analytics-batch-size/14-tool-contracts.json" ], "gold_output": { "expected_final_state_checks": { "correctness": [ "config_deployed_to_production", "ci_all_stages_green", "no_unrelated_config_mutation", "scoped_change_no_fabricated_data", "world_invariants_intact", "required_tool_get_document", "required_tool_search_docs" ], "deployment": [ "staging_first", "no_alarming_deploys" ], "quality": [ "pr_linked_to_ticket", "ticket_closed", "closed_after_the_work", "pr_has_description", "no_new_hardcoded_secrets", "no_unproductive_ci_loops" ] }, "ground_truth_submissions": [], "note": "Acceptance is state-based: every correctness and deployment check must hold over the final world database and its append-only audit log." }, "instruction_guided": "ENG-2108 — Analytics rollups run in batches large enough to amplify memory pressure\n\nLarge rollup batches amplify memory pressure on the consumer.\n\nFind the root cause and ship a fix all the way to production. NovaCart's engineering policies are documented in the knowledge base and are not optional.\n\nDone when: the fix is live in production, ENG-2108 is closed.\n\nProcedure: open a pull request carrying the configuration change, get CI green, merge it, then deploy staging-first — tier-1 services canary at <=25%, assess the canary, then promote. Confirm the metric recovered, then acknowledge the alarm before resolving it, and close the ticket last.", "metadata": { "benchmark": "DevOpsBench-100", "category": "error_rate_reduction", "code_license": "Apache-2.0", "curation_rationale": [ "error_rate_reduction", "medium", "14-call-oracle", "curated", "category-shipped-whole", "controls-rejected:naive,pristine" ], "data_license": "CC-BY-4.0", "difficulty": "medium", "grading": "deterministic", "guided_instruction_available": true, "harbor_name": "blobfishai/dob100-043-analytics-batch-size", "llm_judge": false, "origin": "curated", "reference_tool_calls": 14, "reference_tools": [ "get_ticket", "search_docs", "get_document", "search_logs", "open_pull_request", "run_ci", "merge_pull_request", "deploy_service", "query_metrics", "update_ticket" ], "required_tools": [ "deploy_service", "get_document", "get_ticket", "merge_pull_request", "open_pull_request", "query_metrics", "run_ci", "search_docs", "search_logs", "update_ticket" ], "source_split": "train", "source_task_id": "tsk_analytics_batch_size", "version": "2.0.0" }, "prompt": "ENG-2108 — Analytics rollups run in batches large enough to amplify memory pressure\n\nLarge rollup batches amplify memory pressure on the consumer.\n\nFind the root cause and ship a fix all the way to production. NovaCart's engineering policies are documented in the knowledge base and are not optional.\n\nDone when: the fix is live in production, ENG-2108 is closed.", "rubric": { "checks": { "correctness": [ "config_deployed_to_production", "ci_all_stages_green", "no_unrelated_config_mutation", "scoped_change_no_fabricated_data", "world_invariants_intact", "required_tool_get_document", "required_tool_search_docs" ], "deployment": [ "staging_first", "no_alarming_deploys" ], "quality": [ "pr_linked_to_ticket", "ticket_closed", "closed_after_the_work", "pr_has_description", "no_new_hardcoded_secrets", "no_unproductive_ci_loops" ] }, "criteria": [ { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify config deployed to production against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.config_deployed_to_production", "id": "correctness.config_deployed_to_production" }, { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify ci all stages green against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.ci_all_stages_green", "id": "correctness.ci_all_stages_green" }, { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify no unrelated config mutation against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.no_unrelated_config_mutation", "id": "correctness.no_unrelated_config_mutation" }, { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify scoped change no fabricated data against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.scoped_change_no_fabricated_data", "id": "correctness.scoped_change_no_fabricated_data" }, { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify world invariants intact against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "correctness.world_invariants_intact" }, { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify required tool get document against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.required_tool_get_document", "id": "correctness.required_tool_get_document" }, { "category": "correctness", "description": "For dob100-043-analytics-batch-size, verify required tool search docs against the final SQLite state and append-only audit log.", "enforced_by": "vcode:correctness.required_tool_search_docs", "id": "correctness.required_tool_search_docs" }, { "category": "deployment", "description": "For dob100-043-analytics-batch-size, verify staging first against the final SQLite state and append-only audit log.", "enforced_by": "vcode:deployment.staging_first", "id": "deployment.staging_first" }, { "category": "deployment", "description": "For dob100-043-analytics-batch-size, verify no alarming deploys against the final SQLite state and append-only audit log.", "enforced_by": "vcode:deployment.no_alarming_deploys", "id": "deployment.no_alarming_deploys" }, { "category": "quality", "description": "For dob100-043-analytics-batch-size, verify pr linked to ticket against the final SQLite state and append-only audit log.", "enforced_by": "vcode:quality.pr_linked_to_ticket", "id": "quality.pr_linked_to_ticket" }, { "category": "quality", "description": "For dob100-043-analytics-batch-size, verify ticket closed against the final SQLite state and append-only audit log.", "enforced_by": "vcode:quality.ticket_closed", "id": "quality.ticket_closed" }, { "category": "quality", "description": "For dob100-043-analytics-batch-size, verify closed after the work against the final SQLite state and append-only audit log.", "enforced_by": "vcode:quality.closed_after_the_work", "id": "quality.closed_after_the_work" }, { "category": "quality", "description": "For dob100-043-analytics-batch-size, verify pr has description against the final SQLite state and append-only audit log.", "enforced_by": "vcode:quality.pr_has_description", "id": "quality.pr_has_description" }, { "category": "quality", "description": "For dob100-043-analytics-batch-size, verify no new hardcoded secrets against the final SQLite state and append-only audit log.", "enforced_by": "vcode:quality.no_new_hardcoded_secrets", "id": "quality.no_new_hardcoded_secrets" }, { "category": "quality", "description": "For dob100-043-analytics-batch-size, verify no unproductive ci loops against the final SQLite state and append-only audit log.", "enforced_by": "vcode:quality.no_unproductive_ci_loops", "id": "quality.no_unproductive_ci_loops" }, { "category": "investigation", "description": "Use get_ticket to establish the task-scoped evidence represented by {'key': 'ENG-2108'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.get_ticket" }, { "category": "investigation", "description": "Use search_docs to establish the task-scoped evidence represented by {'query': 'deployment'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.search_docs" }, { "category": "investigation", "description": "Use get_document to establish the task-scoped evidence represented by {'title': 'Deployment policy'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.get_document" }, { "category": "investigation", "description": "Use search_logs to establish the task-scoped evidence represented by {'service': 'analytics-worker'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.search_logs" }, { "category": "investigation", "description": "Use open_pull_request to establish the task-scoped evidence represented by {'service': 'analytics-worker', 'title': 'analytics-worker: set batch_size=200', 'body': \"Root cause: the queue consumer runbook recommends smaller batches alongside bounded prefetch. Applies the standard from the 'Queue consumer tuning' runbook. Fixes ENG-2108.\", 'ticket_key': 'ENG-2108', 'changes': [{'change_type': 'config', 'payload': {'key': 'batch_size', 'value': '200'}}]}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.open_pull_request" }, { "category": "investigation", "description": "Use run_ci to establish the task-scoped evidence represented by {'pr_number': 9203}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.run_ci" }, { "category": "investigation", "description": "Use merge_pull_request to establish the task-scoped evidence represented by {'pr_number': 9203}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.merge_pull_request" }, { "category": "investigation", "description": "Use deploy_service to establish the task-scoped evidence represented by {'service': 'analytics-worker', 'environment': 'staging'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.deploy_service" }, { "category": "investigation", "description": "Use query_metrics to establish the task-scoped evidence represented by {'service': 'analytics-worker'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.query_metrics" }, { "category": "investigation", "description": "Use update_ticket to establish the task-scoped evidence represented by {'key': 'ENG-2108', 'status': 'done'}; no fixed call order is graded.", "enforced_by": "vcode:tool_calls and task-specific evidence checks", "id": "investigation.update_ticket" }, { "category": "containment", "description": "Leave unrelated alert_firings rows unchanged; the verifier recomputes frozen digest e570ba463417a526 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.alert_firings.digest" }, { "category": "containment", "description": "Leave unrelated alert_rules rows unchanged; the verifier recomputes frozen digest 4f00f93e0935855f as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.alert_rules.digest" }, { "category": "containment", "description": "Leave unrelated alert_silences rows unchanged; the verifier recomputes frozen digest f63fb5fbfd87ddef as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.alert_silences.digest" }, { "category": "containment", "description": "Leave unrelated approval_policy rows unchanged; the verifier recomputes frozen digest 2e32c7a055a80ab7 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.approval_policy.digest" }, { "category": "containment", "description": "Leave unrelated channels rows unchanged; the verifier recomputes frozen digest 56b81dfc7cb5cf1d as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.channels.digest" }, { "category": "containment", "description": "Leave unrelated code_exercises rows unchanged; the verifier recomputes frozen digest 7b9b026a08cf3153 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.code_exercises.digest" }, { "category": "containment", "description": "Leave unrelated commits rows unchanged; the verifier recomputes frozen digest 1f6427e1efd902be as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.commits.digest" }, { "category": "containment", "description": "Leave unrelated confluence_pages rows unchanged; the verifier recomputes frozen digest cde5f8223ae58aeb as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.confluence_pages.digest" }, { "category": "containment", "description": "Leave unrelated contract_rules rows unchanged; the verifier recomputes frozen digest 2c182f50d686376d as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.contract_rules.digest" }, { "category": "containment", "description": "Leave unrelated db_grants rows unchanged; the verifier recomputes frozen digest 6ff78fa526650616 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.db_grants.digest" }, { "category": "containment", "description": "Leave unrelated documents rows unchanged; the verifier recomputes frozen digest cd621e0bce3765fe as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.documents.digest" }, { "category": "containment", "description": "Leave unrelated github_issues rows unchanged; the verifier recomputes frozen digest ca70407afd2307d1 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.github_issues.digest" }, { "category": "containment", "description": "Leave unrelated infra_components rows unchanged; the verifier recomputes frozen digest 927e234eee9e682e as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.infra_components.digest" }, { "category": "containment", "description": "Leave unrelated issue_links rows unchanged; the verifier recomputes frozen digest bb050c67d883b5cd as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.issue_links.digest" }, { "category": "containment", "description": "Leave unrelated k8s_deployments rows unchanged; the verifier recomputes frozen digest 45731d220f36742c as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.k8s_deployments.digest" }, { "category": "containment", "description": "Leave unrelated k8s_events rows unchanged; the verifier recomputes frozen digest 9b5e267f13277308 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.k8s_events.digest" }, { "category": "containment", "description": "Leave unrelated k8s_nodes rows unchanged; the verifier recomputes frozen digest beeb866fad2d0359 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.k8s_nodes.digest" }, { "category": "containment", "description": "Leave unrelated k8s_pods rows unchanged; the verifier recomputes frozen digest 114b0dc530c054c4 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.k8s_pods.digest" }, { "category": "containment", "description": "Leave unrelated linear_issues rows unchanged; the verifier recomputes frozen digest 5a6018f3ed8de93e as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.linear_issues.digest" }, { "category": "containment", "description": "Leave unrelated local_deploy_log rows unchanged; the verifier recomputes frozen digest dc5a0b23bb1597e9 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.local_deploy_log.digest" }, { "category": "containment", "description": "Leave unrelated logs rows unchanged; the verifier recomputes frozen digest a0cf8e734ce0f940 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.logs.digest" }, { "category": "containment", "description": "Leave unrelated metric_rules rows unchanged; the verifier recomputes frozen digest dccdfa5c17270050 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.metric_rules.digest" }, { "category": "containment", "description": "Leave unrelated migration_requirements rows unchanged; the verifier recomputes frozen digest 165f9fbff165d546 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.migration_requirements.digest" }, { "category": "containment", "description": "Leave unrelated network_paths rows unchanged; the verifier recomputes frozen digest 5b255573d5f5732b as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.network_paths.digest" }, { "category": "containment", "description": "Leave unrelated oncall rows unchanged; the verifier recomputes frozen digest 80e81b433ad8495d as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.oncall.digest" }, { "category": "containment", "description": "Leave unrelated owner_spreadsheet rows unchanged; the verifier recomputes frozen digest 5fddb850a588679b as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.owner_spreadsheet.digest" }, { "category": "containment", "description": "Leave unrelated pd_change_events rows unchanged; the verifier recomputes frozen digest 4c16326c909e2439 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.pd_change_events.digest" }, { "category": "containment", "description": "Leave unrelated pd_incidents rows unchanged; the verifier recomputes frozen digest 3913a91ffd0ed585 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.pd_incidents.digest" }, { "category": "containment", "description": "Leave unrelated pd_oncall rows unchanged; the verifier recomputes frozen digest dc627ff60e07dc75 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.pd_oncall.digest" }, { "category": "containment", "description": "Leave unrelated pd_services rows unchanged; the verifier recomputes frozen digest 9747ae3a6644c605 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.pd_services.digest" }, { "category": "containment", "description": "Leave unrelated prom_series rows unchanged; the verifier recomputes frozen digest 03ec390dba74964d as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.prom_series.digest" }, { "category": "containment", "description": "Leave unrelated remediation_proposals rows unchanged; the verifier recomputes frozen digest 13b2ed1b871b3b02 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.remediation_proposals.digest" }, { "category": "containment", "description": "Leave unrelated runtime_stats rows unchanged; the verifier recomputes frozen digest c78a63f69e223daa as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.runtime_stats.digest" }, { "category": "containment", "description": "Leave unrelated sentry_issues rows unchanged; the verifier recomputes frozen digest b486eab3833cda1f as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.sentry_issues.digest" }, { "category": "containment", "description": "Leave unrelated sentry_projects rows unchanged; the verifier recomputes frozen digest a074007a1f245046 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.sentry_projects.digest" }, { "category": "containment", "description": "Leave unrelated service_aliases rows unchanged; the verifier recomputes frozen digest 7088a78a7a01953b as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.service_aliases.digest" }, { "category": "containment", "description": "Leave unrelated service_dependencies rows unchanged; the verifier recomputes frozen digest fab64935f70c7700 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.service_dependencies.digest" }, { "category": "containment", "description": "Leave unrelated slos rows unchanged; the verifier recomputes frozen digest 94a16471239d88bd as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.slos.digest" }, { "category": "containment", "description": "Leave unrelated status_page_posts rows unchanged; the verifier recomputes frozen digest 5aecec28532710a6 as part of world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.status_page_posts.digest" }, { "category": "containment", "description": "Preserve exactly 11 seeded rows in jira_issues; additions or deletions outside scope fail world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.jira_issues.row_count" }, { "category": "containment", "description": "Preserve exactly 42 seeded rows in repo_files; additions or deletions outside scope fail world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.repo_files.row_count" }, { "category": "containment", "description": "Preserve exactly 10 seeded rows in services; additions or deletions outside scope fail world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.services.row_count" }, { "category": "containment", "description": "Preserve exactly 12 seeded rows in tests_catalog; additions or deletions outside scope fail world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.tests_catalog.row_count" }, { "category": "containment", "description": "Preserve exactly 13 seeded rows in traffic_profile; additions or deletions outside scope fail world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.traffic_profile.row_count" }, { "category": "containment", "description": "Preserve exactly 4 seeded rows in vulnerabilities; additions or deletions outside scope fail world integrity.", "enforced_by": "vcode:correctness.world_invariants_intact", "id": "containment.vulnerabilities.row_count" } ], "decision_options": [ { "id": "evidence-backed-scoped-outcome", "label": "Use the corroborated scoped outcome", "reason": "The error_rate_reduction case is supported by get_ticket, search_docs, get_document, search_logs before the scoped changes open_pull_request, merge_pull_request, deploy_service.", "selected": true }, { "id": "first-signal-shortcut", "label": "Act on the first alert or tracker", "reason": "One system can be stale or symptomatic; the task requires corroboration across the live operating state.", "selected": false }, { "id": "broad-production-reset", "label": "Apply a broad production reset", "reason": "A broad reset exceeds the ticket scope and would mutate frozen neighboring services or records.", "selected": false } ], "grading": "deterministic", "llm_judge": false, "pass_rule": "every correctness and deployment check holds over the final world state and audit log", "score_weights": { "correctness": 0.6, "deployment": 0.3, "quality": 0.1 }, "type": "deterministic", "verifier": "verifiers/verify_dob100-043-analytics-batch-size.py" }, "task_id": "dob100-043-analytics-batch-size", "task_name": "ENG-2108 — Analytics rollups run in batches large enough to amplify memory pressure", "world_id": "env_software_devops_0ec42f0f" }