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+[
+  {
+    "task_id": "CR4_api_review",
+    "title": "Api Review",
+    "category": "Code Review",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    },
+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "CR6_review_checklist",
+    "title": "Review Checklist",
+    "category": "Code Review",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    },
+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "CROSS1_api_contract",
+    "title": "Go server + Python client with 3 field name/format mismatches to reconcile",
+    "category": "Cross-System Integration",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+      "team_no_verify": 0.4
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CROSS2_schema_evolution",
+    "title": "Schema Evolution",
+    "category": "Cross-System Integration",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    },
+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CROSS3_protocol_bridge",
+    "title": "JSON->proto3 bridge with 6 type bugs: int64, bytes, oneof, enum, 2 error codes",
+    "category": "Cross-System Integration",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    },
+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CROSS4_auth_federation",
+    "title": "Auth Federation",
+    "category": "Cross-System Integration",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CROSS5_event_schema",
+    "title": "Event Schema",
+    "category": "Cross-System Integration",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "CROSS6_grpc_rest_bridge",
+    "title": "gRPC-style service definition + REST gateway with 4 type conversion errors",
+    "category": "Multi-language",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "CROSS7_config_drift",
+    "title": "Config Drift",
+    "category": "Operations",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CRYPTO1_nonce_reuse",
+    "title": "AES-GCM counter nonce, PBKDF2 1000 iters, 8-byte tag: 3 bugs, salt is correct",
+    "category": "Security",
+    "difficulty": "expert",
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+    "ablation_scores": {
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+    "tni": -0.0,
+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CRYPTO2_timing_safe",
+    "title": "Fix 4 timing-unsafe secret comparisons with hmac",
+    "category": "Security",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CRYPTO3_cert_chain",
+    "title": "X",
+    "category": "Security",
+    "difficulty": "expert",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "CRYPTO4_kdf_migration",
+    "title": "MD5->Argon2id migration with format marker bug and hex-salt-as-base64 error",
+    "category": "Security",
+    "difficulty": "expert",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "HIGH-TNI"
+  },
+  {
+    "task_id": "CRYPTO5_tls_config",
+    "title": "Tls Config",
+    "category": "Security",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "CRYPTO6_token_validation",
+    "title": "Token Validation",
+    "category": "Security",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "D3_schema_migration",
+    "title": "Schema Migration",
+    "category": "Data Engineering",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "D4_data_pipeline",
+    "title": "Data Pipeline",
+    "category": "Data Engineering",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "D5_query_optimize",
+    "title": "Query Optimize",
+    "category": "Data Engineering",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "D6_data_reconcile",
+    "title": "Data Reconcile",
+    "category": "Data Engineering",
+    "difficulty": "expert",
+    "has_generator": true,
+    "ablation_scores": {
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+  },
+  {
+    "task_id": "D7_etl_reconciliation",
+    "title": "Etl Reconciliation",
+    "category": "Data Engineering",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+  {
+    "task_id": "DIST1_queue_race",
+    "title": "Queue Race",
+    "category": "Distributed Systems",
+    "difficulty": "expert",
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+    "ablation_scores": {
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+  {
+    "task_id": "DIST2_consensus_partition",
+    "title": "Consensus Partition",
+    "category": "Distributed Systems",
+    "difficulty": "expert",
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+  },
+  {
+    "task_id": "DIST3_idempotency",
+    "title": "Idempotency",
+    "category": "Distributed Systems",
+    "difficulty": "hard",
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+    "ablation_scores": {
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+  {
+    "task_id": "DIST4_clock_skew",
+    "title": "Distributed clock skew handling bugs in event ordering and lease expiry",
+    "category": "Distributed Systems",
+    "difficulty": "hard",
+    "has_generator": true,
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+  },
+  {
+    "task_id": "DIST5_leader_election",
+    "title": "Bully leader election with 3 bugs + 2 network partition edge cases",
+    "category": "Distributed Systems",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "DIST6_distributed_lock",
+    "title": "Distributed Lock",
+    "category": "Distributed Systems",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "EA1_security_scan",
+    "title": "Security Scan",
+    "category": "Security",
+    "difficulty": "hard",
+    "has_generator": true
+  },
+  {
+    "task_id": "EA2_coverage_gap",
+    "title": "Add tests to reach 90% branch coverage using coverage analysis findings",
+    "category": "Testing",
+    "difficulty": "hard",
+    "has_generator": true
+  },
+  {
+    "task_id": "EA3_type_safety",
+    "title": "Type Safety",
+    "category": "Software Eng.",
+    "difficulty": "hard",
+    "has_generator": true
+  },
+  {
+    "task_id": "EA4_code_quality",
+    "title": "Code Quality",
+    "category": "Code Review",
+    "difficulty": "hard",
+    "has_generator": true
+  },
+  {
+    "task_id": "EA5_dependency_audit",
+    "title": "Fix 5 CVEs: 3 pin-only upgrades and 2 requiring API migration",
+    "category": "Security",
+    "difficulty": "hard",
+    "has_generator": true
+  },
+  {
+    "task_id": "GO1_concurrency_fix",
+    "title": "Concurrency Fix",
+    "category": "Software Eng.",
+    "difficulty": "expert",
+    "has_generator": true,
+    "ablation_scores": {
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+  {
+    "task_id": "GO2_race_condition",
+    "title": "Race Condition",
+    "category": "Software Eng.",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "INC10_rollback_plan",
+    "title": "Three services failed after a coordinated deployment",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+  },
+  {
+    "task_id": "INC1_cascade_failure",
+    "title": "Cascade Failure",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "INC2_data_corruption",
+    "title": "Data Corruption",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+  {
+    "task_id": "INC3_memory_leak",
+    "title": "Memory Leak",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
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+  {
+    "task_id": "INC4_dns_miscfg",
+    "title": "Dns Miscfg",
+    "category": "Incident Response",
+    "difficulty": "hard",
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+    "ablation_scores": {
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+    "classification": "TEAM-HELPS"
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+  {
+    "task_id": "INC6_deadlock",
+    "title": "Deadlock",
+    "category": "Incident Response",
+    "difficulty": "expert",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "INC7_rollback",
+    "title": "Rollback",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "INC8_cascading_timeout",
+    "title": "Cascading Timeout",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "tni": 0.5,
+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "INC8_memory_leak",
+    "title": "Memory Leak",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "INC9_log_forensics",
+    "title": "Log Forensics",
+    "category": "Incident Response",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "tni": 1.0,
+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "INT1_pipeline_repair",
+    "title": "Pipeline Repair",
+    "category": "Integration",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
+      "oracle": 0.08,
+      "restricted": 0.42,
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+      "team_no_verify": 0.67
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+    "tni": -0.0,
+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "INT2_api_versioning",
+    "title": "Api Versioning",
+    "category": "Software Eng.",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "INT3_db_migration",
+    "title": "Db Migration",
+    "category": "Software Eng.",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+      "team_no_verify": 0.7
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+    "tni": 2.0,
+    "classification": "TEAM-HURTS"
+  },
+  {
+    "task_id": "IR2_misinformation_trap",
+    "title": "Misinformation Trap",
+    "category": "Information Retrieval",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "NEUTRAL"
+  },
+  {
+    "task_id": "IR3_multi_source",
+    "title": "Multi Source",
+    "category": "Information Retrieval",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "IR4_temporal",
+    "title": "Temporal",
+    "category": "Information Retrieval",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+    "classification": "TEAM-HELPS"
+  },
+  {
+    "task_id": "IR8_search_index",
+    "title": "Search Index",
+    "category": "Information Retrieval",
+    "difficulty": "hard",
+    "has_generator": true,
+    "ablation_scores": {
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+]