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 | 87.8% | ok | 346/394 | $3.72 | 77 | 0.22h | manifest · eval json · eval summary · usage audit |
| 2 | GPT 5.5 (xhigh) | 20260519T215046Z |
Codex /goal | Paper prompt + Goal contract no internet | 77.2% | ok | 304/394 | $3.69 | 81 | 0.19h | not exported |
| 3 | GPT 5.5 (xhigh) | 20260518T232006Z |
Codex /goal | Paper prompt + /goal no internet | 30.5% | ok | 120/394 | $3.44 | 75 | 0.17h | manifest · eval json · eval summary · agent 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) · 20260517T094700Z
87.8% from 346/394 ProgramBench-scored tests. Raw public eval statuses: failure: 60, passed: 390.
Agent trace summary unavailable.
Likely miss class: behavioral mismatch.
8f4b78a7e9ebtests.test_cli_basics.test_env_bore_server_used_when_no_to_flag (failure)8f4b78a7e9ebtests.test_cli_basics.test_server_min_port_explicit_1024 (failure)8f4b78a7e9ebtests.test_cli_basics.test_local_long_host_name (failure)8f4b78a7e9ebtests.test_client.test_port_boundary_minimum (failure)8f4b78a7e9ebtests.test_client.test_env_server_invalid (failure)8f4b78a7e9ebtests.test_client.test_port_boundary_maximum (failure)
GPT 5.5 (xhigh) · 20260519T215046Z
Public eval evidence has not been exported for this row yet.
GPT 5.5 (xhigh) · 20260518T232006Z
30.5% from 120/394 ProgramBench-scored tests. Raw public eval statuses: error: 1, failure: 177, not_run: 116, passed: 156.
Agent trace: 116 shell command(s), 75 executable-observation command(s), 5 build command(s), 1 blocked attempt(s). Raw Codex logs are not published.
Likely miss class: behavioral mismatch.
d95dad695c95eval.tests.test_01_basic_invocation.TestBasicInvocation.test_no_arguments (failure)d95dad695c95eval.tests.test_01_basic_invocation.TestBasicInvocation.test_invalid_flag (not_run)d95dad695c95eval.tests.test_01_basic_invocation.TestBasicInvocation.test_unknown_command (not_run)d95dad695c95eval.tests.test_01_basic_invocation.TestHelpSubcommand.test_help_command (not_run)d95dad695c95eval.tests.test_01_basic_invocation.TestHelpSubcommand.test_help_local (not_run)d95dad695c95eval.tests.test_01_basic_invocation.TestHelpSubcommand.test_help_server (not_run)
manifest · eval json · eval summary · agent summary · usage audit
Official ProgramBench Results by Model
| # | Model | Provider | Score | Cost | Calls |
|---|---|---|---|---|---|
| 1 | Claude Opus 4.7 (xhigh) | Anthropic | 93.1% | $13.90 | 184 |
| 2 | GPT 5.5 (high) | OpenAI | 92.4% | $3.71 | 39 |
| 3 | GPT 5.5 (xhigh) | OpenAI | 86.2% | $4.88 | 60 |
| 4 | Claude Opus 4.7 | Anthropic | 74.6% | $5.59 | 112 |
| 5 | Claude Opus 4.6 | Anthropic | 68.8% | $8.20 | 193 |
| 6 | GPT 5.5 | OpenAI | 65.5% | $1.79 | 28 |
| 7 | Claude Sonnet 4.6 | Anthropic | 48.2% | $8.25 | 225 |
| 8 | Gemini 3.1 Pro | 44.2% | $1.28 | 70 | |
| 9 | GPT 5.4 | OpenAI | 42.1% | $0.56 | 14 |
| 10 | Claude Haiku 4.5 | Anthropic | 33.5% | $0.54 | 117 |
| 11 | Gemini 3 Flash | 28.7% | $0.28 | 81 | |
| 12 | GPT 5 mini | OpenAI | 11.7% | $0.02 | 16 |
| 13 | GPT 5.4 mini | OpenAI | 11.4% | $0.04 | 11 |