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 | 98.1% | ok | 468/477 | $3.71 | 73 | 0.18h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 93.5% | ok | 446/477 | n/a | 58 | 0.14h | manifest · eval json · eval summary · agent summary · usage audit |
| 3 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 62.1% | ok | 296/477 | n/a | 77 | 0.20h | 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
98.1% from 468/477 ProgramBench-scored tests. Raw public eval statuses: failure: 590, passed: 1201, skipped: 5.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
316c1d019b0aeval.tests.test_with_terminal.test_tmux_multiple_files (failure)316c1d019b0aeval.tests.test_with_terminal.test_tmux_shows_file_count (failure)316c1d019b0aeval.tests.test_with_terminal.test_tmux_detail_mode (failure)316c1d019b0aeval.tests.test_more_coverage.test_run_3 (failure)316c1d019b0aeval.tests.test_with_terminal.test_tmux_basic_launch (failure)316c1d019b0aeval.tests.test_with_terminal_advanced.test_delete_file (failure)
GPT 5.5 (xhigh) · 20260518T232006Z
93.5% from 446/477 ProgramBench-scored tests. Raw public eval statuses: failure: 588, passed: 1198, skipped: 10.
Agent trace: 55 shell command(s), 31 executable-observation command(s), 3 build command(s), 1 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
316c1d019b0aeval.tests.test_additional_flags.test_internal_editor_flag (failure)316c1d019b0aeval.tests.test_additional_flags.test_all_flags_combined (failure)316c1d019b0aeval.tests.test_with_terminal.test_tmux_multiple_files (failure)316c1d019b0aeval.tests.test_with_terminal.test_tmux_detail_mode (failure)316c1d019b0aeval.tests.test_with_terminal.test_tmux_shows_file_count (failure)316c1d019b0aeval.tests.test_more_coverage.test_run_3 (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 (high) | OpenAI | 98.1% | $3.95 | 36 |
| 2 | Claude Opus 4.6 | Anthropic | 98.1% | $14.07 | 334 |
| 3 | Claude Opus 4.7 (xhigh) | Anthropic | 97.9% | $1.88 | 70 |
| 4 | Claude Opus 4.7 | Anthropic | 96.6% | $1.32 | 56 |
| 5 | Claude Sonnet 4.6 | Anthropic | 96.6% | $10.47 | 347 |
| 6 | GPT 5.5 | OpenAI | 96.4% | $1.22 | 17 |
| 7 | Claude Haiku 4.5 | Anthropic | 88.7% | $0.52 | 123 |
| 8 | GPT 5.4 | OpenAI | 76.7% | $0.17 | 8 |
| 9 | GPT 5.4 mini | OpenAI | 69.8% | $0.03 | 13 |
| 10 | GPT 5.5 (xhigh) | OpenAI | 64.8% | $7.36 | 53 |
| 11 | Gemini 3.1 Pro | 59.7% | $0.88 | 70 | |
| 12 | GPT 5 mini | OpenAI | 51.4% | $0.02 | 10 |
| 13 | Gemini 3 Flash | 13.6% | $0.24 | 87 |