{"rank": 1, "model": "GPT-6 Astra", "vendor": "OpenAI", "pass_rate": 53.05, "pass_rate_std": 0.25, "permissions": 71.6, "file_operations": 46.7, "session_state": 44.0, "direct_drive": 39.4, "headless": 45.0, "interactive_terminal": 91.7, "other": 60.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 2, "model": "Opus 5", "vendor": "Anthropic", "pass_rate": 46.65, "pass_rate_std": 1.8, "permissions": 63.4, "file_operations": 39.6, "session_state": 38.1, "direct_drive": 17.2, "headless": 43.3, "interactive_terminal": 91.7, "other": 75.6, "n_builds": 3, "n_test_cases": 328}
{"rank": 3, "model": "Qwen3.8 Max", "vendor": "Alibaba", "pass_rate": 45.83, "pass_rate_std": 0.14, "permissions": 61.2, "file_operations": 38.2, "session_state": 43.3, "direct_drive": 15.2, "headless": 32.5, "interactive_terminal": 93.3, "other": 75.6, "n_builds": 3, "n_test_cases": 328}
{"rank": 4, "model": "GPT-5.6-sol", "vendor": "OpenAI", "pass_rate": 43.8, "pass_rate_std": 2.44, "permissions": 47.5, "file_operations": 48.9, "session_state": 29.4, "direct_drive": 32.3, "headless": 39.2, "interactive_terminal": 83.3, "other": 68.9, "n_builds": 3, "n_test_cases": 328}
{"rank": 5, "model": "Grok 4.7", "vendor": "xAI", "pass_rate": 43.5, "pass_rate_std": 2.49, "permissions": 54.6, "file_operations": 50.7, "session_state": 28.2, "direct_drive": 22.2, "headless": 33.3, "interactive_terminal": 78.3, "other": 75.6, "n_builds": 3, "n_test_cases": 328}
{"rank": 6, "model": "GLM 5.3", "vendor": "Z.ai", "pass_rate": 42.07, "pass_rate_std": 1.39, "permissions": 51.4, "file_operations": 41.8, "session_state": 33.3, "direct_drive": 18.2, "headless": 31.7, "interactive_terminal": 85.0, "other": 77.8, "n_builds": 3, "n_test_cases": 328}
{"rank": 7, "model": "MiMo-V2.6-Flash", "vendor": "Xiaomi", "pass_rate": 41.87, "pass_rate_std": 3.29, "permissions": 50.3, "file_operations": 40.4, "session_state": 37.7, "direct_drive": 14.1, "headless": 33.3, "interactive_terminal": 76.7, "other": 75.6, "n_builds": 3, "n_test_cases": 328}
{"rank": 8, "model": "Step 5 Preview", "vendor": "StepFun", "pass_rate": 40.75, "pass_rate_std": 3.29, "permissions": 47.0, "file_operations": 45.8, "session_state": 34.1, "direct_drive": 14.1, "headless": 25.8, "interactive_terminal": 76.7, "other": 77.8, "n_builds": 3, "n_test_cases": 328}
{"rank": 9, "model": "DeepSeek V4.1 Flash", "vendor": "DeepSeek", "pass_rate": 40.24, "pass_rate_std": 0.86, "permissions": 49.2, "file_operations": 36.4, "session_state": 34.5, "direct_drive": 14.1, "headless": 31.7, "interactive_terminal": 81.7, "other": 80.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 10, "model": "Hy4 preview", "vendor": "Tencent", "pass_rate": 38.92, "pass_rate_std": 1.46, "permissions": 44.8, "file_operations": 38.2, "session_state": 35.7, "direct_drive": 10.1, "headless": 27.5, "interactive_terminal": 78.3, "other": 77.8, "n_builds": 3, "n_test_cases": 328}
{"rank": 11, "model": "Kimi K3", "vendor": "Moonshot AI", "pass_rate": 38.31, "pass_rate_std": 1.28, "permissions": 43.2, "file_operations": 40.9, "session_state": 25.4, "direct_drive": 18.2, "headless": 32.5, "interactive_terminal": 86.7, "other": 73.3, "n_builds": 3, "n_test_cases": 328}
{"rank": 12, "model": "Opus 4.8", "vendor": "Anthropic", "pass_rate": 38.01, "pass_rate_std": 0.87, "permissions": 30.1, "file_operations": 48.4, "session_state": 33.7, "direct_drive": 12.1, "headless": 22.5, "interactive_terminal": 83.3, "other": 80.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 13, "model": "GPT-5.5", "vendor": "OpenAI", "pass_rate": 34.65, "pass_rate_std": 1.42, "permissions": 36.1, "file_operations": 36.4, "session_state": 25.0, "direct_drive": 24.2, "headless": 20.8, "interactive_terminal": 76.7, "other": 77.8, "n_builds": 3, "n_test_cases": 328}
{"rank": 14, "model": "Doubao Seed 2.1 Pro", "vendor": "ByteDance", "pass_rate": 32.62, "pass_rate_std": 1.51, "permissions": 41.5, "file_operations": 36.0, "session_state": 15.5, "direct_drive": 20.2, "headless": 18.3, "interactive_terminal": 83.3, "other": 73.3, "n_builds": 3, "n_test_cases": 328}
{"rank": 15, "model": "Opus 4.7", "vendor": "Anthropic", "pass_rate": 32.22, "pass_rate_std": 1.66, "permissions": 36.1, "file_operations": 29.8, "session_state": 25.8, "direct_drive": 12.1, "headless": 16.7, "interactive_terminal": 85.0, "other": 80.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 16, "model": "DeepSeek V4 Pro", "vendor": "DeepSeek", "pass_rate": 31.91, "pass_rate_std": 1.23, "permissions": 29.5, "file_operations": 33.3, "session_state": 21.0, "direct_drive": 23.2, "headless": 21.7, "interactive_terminal": 78.3, "other": 80.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 17, "model": "Opus 4.6", "vendor": "Anthropic", "pass_rate": 28.25, "pass_rate_std": 0.14, "permissions": 20.8, "file_operations": 37.3, "session_state": 21.8, "direct_drive": 25.3, "headless": 3.3, "interactive_terminal": 60.0, "other": 80.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 18, "model": "GLM 5.2", "vendor": "Z.ai", "pass_rate": 27.64, "pass_rate_std": 1.01, "permissions": 23.0, "file_operations": 32.9, "session_state": 21.8, "direct_drive": 12.1, "headless": 12.5, "interactive_terminal": 63.3, "other": 80.0, "n_builds": 3, "n_test_cases": 328}
{"rank": 19, "model": "Hy3", "vendor": "Tencent", "pass_rate": 27.44, "pass_rate_std": 0.43, "permissions": 28.4, "file_operations": 31.1, "session_state": 19.4, "direct_drive": 13.1, "headless": 9.2, "interactive_terminal": 65.0, "other": 80.0, "n_builds": 3, "n_test_cases": 328}