Codex Results by Model
| # | Model | Run | Agent | Mode | Score | Eval | Tests | Est. cost | Calls | Wall | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 94.1% | ok | 640/680 | n/a | 48 | 0.14h | manifest · eval json · eval summary · agent summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260517T094700Z |
Codex /goal | Mini-SWE-compatible no internet | 92.5% | ok | 629/680 | $1.86 | 37 | 0.22h | manifest · eval json · eval summary · usage audit |
Why Scores Differ
Official ProgramBench rows are the public mini-SWE-agent submissions. GoalBench rows are separate Codex /goal submissions. Same model label does not mean the same agent, prompt, tool loop, or generated implementation. A GoalBench row is resolved only when the ProgramBench-scored pass rate is exactly 100%.
GPT 5.5 (xhigh) · 20260518T232006Z
94.1% from 640/680 ProgramBench-scored tests. Raw public eval statuses: failure: 40, passed: 751, skipped: 1.
Agent trace: 97 shell command(s), 65 executable-observation command(s), 6 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
3001c1482b82eval.tests.test_error_handling.test_starting_password_with_dictionary_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_too_long_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_too_short_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_out_of_charset_error (failure)644934f68973eval.tests.test_starting_password.test_starting_password_outside_charset (failure)644934f68973eval.tests.test_starting_password.test_starting_password_with_dictionary (failure)
manifest · eval json · eval summary · agent summary · usage audit
GPT 5.5 (xhigh) · 20260517T094700Z
92.5% from 629/680 ProgramBench-scored tests. Raw public eval statuses: failure: 51, passed: 740, skipped: 1.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
3001c1482b82eval.tests.test_error_handling.test_max_password_length_zero_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_too_long_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_with_dictionary_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_too_short_error (failure)3001c1482b82eval.tests.test_error_handling.test_starting_password_out_of_charset_error (failure)644934f68973eval.tests.test_password_length.test_max_password_len_zero (failure)
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | OpenAI | 98.7% | $4.94 | 59 |
| 2 | Claude Opus 4.6 | Anthropic | 97.9% | $3.51 | 129 |
| 3 | GPT 5.5 (high) | OpenAI | 97.4% | $1.90 | 29 |
| 4 | Claude Opus 4.7 | Anthropic | 97.4% | $2.53 | 78 |
| 5 | GPT 5.5 | OpenAI | 90.3% | $1.19 | 22 |
| 6 | Gemini 3.1 Pro | 90.3% | $1.16 | 86 | |
| 7 | Claude Opus 4.7 (xhigh) | Anthropic | 79.4% | $6.96 | 143 |
| 8 | Claude Sonnet 4.6 | Anthropic | 79.1% | $8.63 | 295 |
| 9 | Gemini 3 Flash | 72.9% | $0.26 | 118 | |
| 10 | Claude Haiku 4.5 | Anthropic | 39.0% | $0.53 | 94 |
| 11 | GPT 5.4 mini | OpenAI | 27.4% | $0.05 | 9 |
| 12 | GPT 5.4 | OpenAI | 27.2% | $0.19 | 10 |
| 13 | GPT 5 mini | OpenAI | 5.4% | $0.02 | 18 |