{ "generated_at_utc": "2026-04-08T23:04:55.197968+00:00", "models": [ "gpt-3.5-turbo", "gpt-4o", "gpt-5.4" ], "cases": [ "CASE-A-001", "CASE-A-002", "CASE-A-003", "CASE-A-004", "CASE-B-001", "CASE-B-002", "CASE-B-003", "CASE-B-004", "CASE-B-005", "CASE-C-001", "CASE-C-002", "CASE-C-003", "CASE-C-004", "CASE-D-001", "CASE-D-002", "CASE-D-003", "CASE-D-004", "CASE-D-005", "CASE-D-006", "CASE-E-001", "CASE-E-002" ], "case_count": 21, "pass_threshold": 0.85, "runtime_context": { "python_version": "3.12.7", "python_executable": "/opt/anaconda3/bin/python", "api_base_url": "https://api.openai.com/v1", "env_url": "http://127.0.0.1:8000" }, "capability_order": { "ordered_models": [ "gpt-3.5-turbo", "gpt-4o", "gpt-5.4" ], "monotonic_by_capability": true, "pairwise": [ { "weaker_model": "gpt-3.5-turbo", "stronger_model": "gpt-4o", "weaker_tier": "standard", "stronger_tier": "strong", "average_score_gap": 0.1654, "success_rate_gap": 0.4286, "ordering_ok": true }, { "weaker_model": "gpt-4o", "stronger_model": "gpt-5.4", "weaker_tier": "strong", "stronger_tier": "elite", "average_score_gap": 0.0642, "success_rate_gap": 0.1905, "ordering_ok": true } ], "violations": [] }, "results": [ { "model": "gpt-3.5-turbo", "model_profile": { "capability_score": 3.2, "decision_token_budget": 1024, "intervention_budget_bonus": 0, "investigation_budget_bonus": 0, "model_name": "gpt-3.5-turbo", "plan_mode": "llm", "planning_token_budget": 384, "repair_level": "none", "tier": "standard" }, "average_score": 0.7009, "success_rate": 0.381, "min_score": 0.01, "max_score": 0.99, "api_calls": 63, "debug_artifact_dir": "live_model_comparison_debug/gpt-3.5-turbo", "failed_cases": [ "CASE-B-005", "CASE-C-001", "CASE-C-002", "CASE-C-003", "CASE-C-004", "CASE-D-001", "CASE-D-002", "CASE-D-003", "CASE-D-004", "CASE-D-005", "CASE-D-006", "CASE-E-001", "CASE-E-002" ], "case_scores": { "CASE-A-001": 0.9882, "CASE-A-002": 0.9882, "CASE-A-003": 0.9402, "CASE-A-004": 0.9403, "CASE-B-001": 0.8797, "CASE-B-002": 0.8708, "CASE-B-003": 0.99, "CASE-B-004": 0.8558, "CASE-B-005": 0.3919, "CASE-C-001": 0.01, "CASE-C-002": 0.8078, "CASE-C-003": 0.1357, "CASE-C-004": 0.8044, "CASE-D-001": 0.6294, "CASE-D-002": 0.7779, "CASE-D-003": 0.6361, "CASE-D-004": 0.5932, "CASE-D-005": 0.7809, "CASE-D-006": 0.7641, "CASE-E-001": 0.7194, "CASE-E-002": 0.2142 } }, { "model": "gpt-4o", "model_profile": { "capability_score": 4.6, "decision_token_budget": 1280, "intervention_budget_bonus": 1, "investigation_budget_bonus": 1, "model_name": "gpt-4o", "plan_mode": "hybrid", "planning_token_budget": 512, "repair_level": "partial", "tier": "strong" }, "average_score": 0.8663, "success_rate": 0.8095, "min_score": 0.4252, "max_score": 0.99, "api_calls": 65, "debug_artifact_dir": "live_model_comparison_debug/gpt-4o", "failed_cases": [ "CASE-B-002", "CASE-B-004", "CASE-C-002", "CASE-E-001" ], "case_scores": { "CASE-A-001": 0.9882, "CASE-A-002": 0.9882, "CASE-A-003": 0.9402, "CASE-A-004": 0.9403, "CASE-B-001": 0.9488, "CASE-B-002": 0.579, "CASE-B-003": 0.99, "CASE-B-004": 0.5551, "CASE-B-005": 0.99, "CASE-C-001": 0.9221, "CASE-C-002": 0.4252, "CASE-C-003": 0.9207, "CASE-C-004": 0.8952, "CASE-D-001": 0.9213, "CASE-D-002": 0.8762, "CASE-D-003": 0.91, "CASE-D-004": 0.8911, "CASE-D-005": 0.8909, "CASE-D-006": 0.8762, "CASE-E-001": 0.84, "CASE-E-002": 0.903 } }, { "model": "gpt-5.4", "model_profile": { "capability_score": 5.4, "decision_token_budget": 1536, "intervention_budget_bonus": 2, "investigation_budget_bonus": 2, "model_name": "gpt-5.4", "plan_mode": "llm", "planning_token_budget": 640, "repair_level": "partial", "tier": "elite" }, "average_score": 0.9305, "success_rate": 1.0, "min_score": 0.8752, "max_score": 0.99, "api_calls": 64, "debug_artifact_dir": "live_model_comparison_debug/gpt-5.4", "failed_cases": [], "case_scores": { "CASE-A-001": 0.9882, "CASE-A-002": 0.9882, "CASE-A-003": 0.9402, "CASE-A-004": 0.9403, "CASE-B-001": 0.9504, "CASE-B-002": 0.9092, "CASE-B-003": 0.99, "CASE-B-004": 0.8839, "CASE-B-005": 0.99, "CASE-C-001": 0.9216, "CASE-C-002": 0.9171, "CASE-C-003": 0.9202, "CASE-C-004": 0.9046, "CASE-D-001": 0.9176, "CASE-D-002": 0.8752, "CASE-D-003": 0.9359, "CASE-D-004": 0.9188, "CASE-D-005": 0.8854, "CASE-D-006": 0.8759, "CASE-E-001": 0.9618, "CASE-E-002": 0.9258 } } ] }