Codex Results by Model
| # | Model | Run | Agent | Mode | Score | Eval | Tests | Est. cost | Calls | Wall | Evidence |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | 20260517T094700Z |
Codex /goal | Mini-SWE-compatible no internet | 100.0% | ok | 507/507 | $3.54 | 55 | 0.17h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 97.4% | ok | 494/507 | $1.81 | 41 | 0.10h | manifest · eval json · eval summary · agent summary · usage audit |
| 3 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 84.4% | ok | 428/507 | $3.03 | 73 | 0.17h | not exported |
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) · 20260517T094700Z
100.0% from 507/507 ProgramBench-scored tests. Raw public eval statuses: failure: 1, passed: 768.
Agent trace summary unavailable.
Likely miss class: exact version/output mismatch.
60fce8bbb0c8eval.tests.test_help_and_version.test_version_flag (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
97.4% from 494/507 ProgramBench-scored tests. Raw public eval statuses: failure: 15, passed: 754.
Agent trace: 70 shell command(s), 46 executable-observation command(s), 6 build command(s), 2 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch, exact version/output mismatch.
79b69dd3fd98tests.test_error_handling.test_invalid_color (failure)79b69dd3fd98tests.test_error_handling.test_invalid_color_numeric (failure)79b69dd3fd98tests.test_error_handling.test_invalid_color_typo (failure)1b991a57d4e9eval.tests.test_cmatrix.TestColorOptions.test_color_invalid_shows_error_message (failure)f53d318371c8eval.tests.test_args_parsing.test_u_valid_values_start_matrix_render_loop[args3] (failure)f53d318371c8eval.tests.test_args_parsing.test_u_valid_values_start_matrix_render_loop[args1] (failure)
manifest · eval json · eval summary · agent summary · usage audit
GPT 5.5 (xhigh) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | GPT 5.5 (xhigh) | OpenAI | 100.0% | $4.84 | 40 |
| 2 | GPT 5.5 (high) | OpenAI | 100.0% | $3.17 | 34 |
| 3 | GPT 5.5 | OpenAI | 99.2% | $1.04 | 17 |
| 4 | Claude Opus 4.6 | Anthropic | 97.0% | $5.99 | 139 |
| 5 | Claude Opus 4.7 (xhigh) | Anthropic | 96.3% | $10.74 | 178 |
| 6 | Claude Sonnet 4.6 | Anthropic | 95.9% | $13.49 | 292 |
| 7 | Claude Opus 4.7 | Anthropic | 94.9% | $4.44 | 130 |
| 8 | Gemini 3.1 Pro | 93.9% | $2.94 | 84 | |
| 9 | GPT 5.4 | OpenAI | 91.7% | $0.37 | 8 |
| 10 | Claude Haiku 4.5 | Anthropic | 85.6% | $0.44 | 72 |
| 11 | GPT 5.4 mini | OpenAI | 79.7% | $0.03 | 28 |
| 12 | GPT 5 mini | OpenAI | 72.2% | $0.01 | 7 |
| 13 | Gemini 3 Flash | 65.5% | $0.17 | 51 |