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on-policy-self-distillation

gpt-5.6-sol

on-policy-self-distillation — graded by the task's verifier against a measured baseline.

backend
modal
variant
codex azure_ai/gpt-5.6-sol
metric
AIME24 avg@12 accuracy
actions
596
duration
7h 59m
recorded
2026-08-03

run idopsd-aime24-4gpus__kuc95M7

Everything gpt-5.6-sol did on this task, in order.

download JSON ↗
codexgpt-5.6-sol669 turns73 narration596 reasoning596 action596 observation1 final
#326
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 163
Wall time 11.0 seconds
Output:
#327
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "163",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 44.5 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"bba853","wall_time_seconds":60.002190311,"session_id":53588,"original_token_count":3999,"output":"Warning: truncated output (original token count: 3999)\nTotal output lines: 331\n\nvLLM generation done - elapsed time: 3.32s, prompts: 4, total tokens: 3728, avg length: 932.0, speed: 1124.5 tok/s\nvLLM generation done - elapsed time: 3.34s, prompt…58 tokens truncated…95.9 tok/s\nvLLM generation done - elapsed time: 3.20s, prompts: 4, total tokens: 2636, avg length: 659.0, speed: 822.5 tok/s\nvLLM generation done - elapsed time: 3.24s, prompts: 4, total tokens: 2632, avg length: 658.0, speed: 811.6 tok/s\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 3355, avg length: 838.8, speed: 1023.9 tok/s\n"}
#328
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 164
Wall time 11.0 seconds
Output:
#329
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "164",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 35.0 seconds
Output:
Warning: truncated output (original token count: 244)
Total output lines: 1

{"chunk_id":"d1bef3","wall_time_seconds":60.001772777,"session_id":53588,"original_token_count":3094,"output":"Warning: truncated output (original token count: 3094)\nTotal output lines: 183\n\nvLLM generation done - elapsed time: 3.25s, prompts: 4, total tokens: 2831, avg length: 707.8, speed: 871.0 tok/s\nvLLM generation done - elapsed time: 3.27s, prompts…64 tokens truncated… \\times 0.02 = \\boxed{1.33} \\text{ seconds}\n$$\n\n---\n\n### ✅ Final Answers:\n\n**(1)** $\\boxed{8.5}$ millimeters\n\n**(2)** $\\boxed{1.33}$ seconds\n\n---\n\nLet me know if you need the answer in LaTeX boxed format.\n\n$$\n\\boxed{(1) 8.5, (2) 1.33}\n$$<|im_end|>\n================================================================================\n\n"}
#330
narration

The stronger-slope run is training normally; normalization again preserves the overall loss scale. This experiment tests whether the gain is monotonic with earlier credit or whether the milder 1.5→0.5 weighting was already near the useful bias strength.

#331
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 165
Wall time 11.0 seconds
Output:
#332
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "165",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 44.7 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"40e87b","wall_time_seconds":60.001690797,"session_id":53588,"original_token_count":2737,"output":"Warning: truncated output (original token count: 2737)\nTotal output lines: 94\n\nvLLM generation done - elapsed time: 2.98s, prompts: 4, total tokens: 2453, avg length: 613.2, speed: 822.8 tok/s\nvLLM generation done - elapsed time: 3.25s, prompts:…58 tokens truncated… prompts: 4, total tokens: 4003, avg length: 1000.8, speed: 1193.4 tok/s\n\r 30%|███       | 30/100 [03:56<09:12,  7.90s/it]\r                                                \r{'loss': -0.0002, 'grad_norm': 0.054123468697071075, 'learning_rate': 5e-06, 'on_policy_loss': -0.0002, 'epoch': 0.03}\n\r 30%|███       | 30/100 [03:57<09:12,  7.90s/it]"}
#333
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 166
Wall time 11.0 seconds
Output:
#334
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "166",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 33.9 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"2c1a1e","wall_time_seconds":60.000541822,"session_id":53588,"original_token_count":2677,"output":"Warning: truncated output (original token count: 2677)\nTotal output lines: 92\n\nvLLM generation done - elapsed time: 3.25s, prompts: 4, total tokens: 2859, avg length: 714.8, speed: 878.4 tok/s\nvLLM generation done - elapsed time: 3.27s, prompts:…58 tokens truncated….7 tok/s\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 3289, avg length: 822.2, speed: 1001.8 tok/s\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 3520, avg length: 880.0, speed: 1073.1 tok/s\nvLLM generation done - elapsed time: 3.35s, prompts: 4, total tokens: 3976, avg length: 994.0, speed: 1187.0 tok/s\n"}
#335
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 167
Wall time 11.0 seconds
Output:
#336
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "167",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 43.8 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"706322","wall_time_seconds":60.001272141,"session_id":53588,"original_token_count":2873,"output":"Warning: truncated output (original token count: 2873)\nTotal output lines: 97\n\nvLLM generation done - elapsed time: 3.24s, prompts: 4, total tokens: 3093, avg length: 773.2, speed: 954.8 tok/s\nvLLM generation done - elapsed time: 3.26s, prompts:…58 tokens truncated… tok/s\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 3470, avg length: 867.5, speed: 1058.5 tok/s\nvLLM generation done - elapsed time: 3.33s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1230.1 tok/s\nvLLM generation done - elapsed time: 3.36s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1219.3 tok/s\n"}
#337
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 168
Wall time 11.0 seconds
Output:
#338
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "168",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 41.5 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"93a8b8","wall_time_seconds":60.001295804,"session_id":53588,"original_token_count":3491,"output":"Warning: truncated output (original token count: 3491)\nTotal output lines: 297\n\nvLLM generation done - elapsed time: 3.18s, prompts: 4, total tokens: 2586, avg length: 646.5, speed: 813.6 tok/s\nvLLM generation done - elapsed time: 3.30s, prompts…58 tokens truncated…9 tok/s\nvLLM generation done - elapsed time: 3.30s, prompts: 4, total tokens: 3691, avg length: 922.8, speed: 1116.9 tok/s\nvLLM generation done - elapsed time: 3.32s, prompts: 4, total tokens: 3661, avg length: 915.2, speed: 1102.8 tok/s\nvLLM generation done - elapsed time: 3.36s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1220.0 tok/s\n"}
#339
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 169
Wall time 11.0 seconds
Output:
#340
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "169",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 43.1 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"dd089f","wall_time_seconds":60.003040208,"session_id":53588,"original_token_count":2583,"output":"Warning: truncated output (original token count: 2583)\nTotal output lines: 88\n\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 2875, avg length: 718.8, speed: 877.1 tok/s\nvLLM generation done - elapsed time: 3.30s, prompts:…58 tokens truncated…tok/s\nvLLM generation done - elapsed time: 3.33s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1231.6 tok/s\nvLLM generation done - elapsed time: 3.33s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1228.5 tok/s\nvLLM generation done - elapsed time: 3.37s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1214.3 tok/s\n"}
#341
narration

The stronger slope is past halfway with loss dynamics very similar to the milder winner. That makes the full AIME evaluation essential; training loss cannot distinguish the two credit schedules.

#342
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 170
Wall time 11.0 seconds
Output:
#343
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "170",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 42.6 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"bbf63d","wall_time_seconds":60.002082384,"session_id":53588,"original_token_count":2275,"output":"Warning: truncated output (original token count: 2275)\nTotal output lines: 74\n\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 3157, avg length: 789.2, speed: 963.2 tok/s\nvLLM generation done - elapsed time: 3.29s, prompts:…58 tokens truncated… tok/s\nvLLM generation done - elapsed time: 3.32s, prompts: 4, total tokens: 3815, avg length: 953.8, speed: 1149.7 tok/s\nvLLM generation done - elapsed time: 3.34s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1227.7 tok/s\nvLLM generation done - elapsed time: 3.37s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1215.9 tok/s\n"}
#344
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 171
Wall time 11.0 seconds
Output:
#345
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "171",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 39.0 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"7defd9","wall_time_seconds":60.002240788,"session_id":53588,"original_token_count":2654,"output":"Warning: truncated output (original token count: 2654)\nTotal output lines: 89\n\nvLLM generation done - elapsed time: 3.30s, prompts: 4, total tokens: 3559, avg length: 889.8, speed: 1079.1 tok/s\nvLLM generation done - elapsed time: 3.32s, prompts…58 tokens truncated…0 tok/s\nvLLM generation done - elapsed time: 3.30s, prompts: 4, total tokens: 3678, avg length: 919.5, speed: 1113.3 tok/s\nvLLM generation done - elapsed time: 3.33s, prompts: 4, total tokens: 3663, avg length: 915.8, speed: 1100.9 tok/s\nvLLM generation done - elapsed time: 3.33s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1229.0 tok/s\n"}
#346
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:180});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 172
Wall time 11.0 seconds
Output:
#347
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "172",
  "yield_time_ms": 60000,
  "max_tokens": 180
}
wait result
Script completed
Wall time 43.5 seconds
Output:
Warning: truncated output (original token count: 238)
Total output lines: 1

{"chunk_id":"9cd1ee","wall_time_seconds":60.001113754,"session_id":53588,"original_token_count":5645,"output":"Warning: truncated output (original token count: 5645)\nTotal output lines: 463\n\nvLLM generation done - elapsed time: 3.29s, prompts: 4, total tokens: 3621, avg length: 905.2, speed: 1100.9 tok/s\nvLLM generation done - elapsed time: 3.30s, prompt…58 tokens truncated… 4096, avg length: 1024.0, speed: 1220.5 tok/s\n\r 94%|█████████▍| 94/100 [12:26<00:47,  7.94s/it]\r                                                \r{'loss': -0.0121, 'grad_norm': 0.06792670488357544, 'learning_rate': 5e-06, 'on_policy_loss': -0.0121, 'epoch': 0.1}\n\r 94%|█████████▍| 94/100 [12:26<00:47,  7.94s/it]"}
#348
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.write_stdin({session_id:53588,chars:\"\",yield_time_ms:60000,max_output_tokens:600});\ntext(JSON.stringify(r));\n"
}
exec result
Script running with cell ID 173
Wall time 11.0 seconds
Output:
#349
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait
args
{
  "cell_id": "173",
  "yield_time_ms": 60000,
  "max_tokens": 600
}
wait result
Script completed
Wall time 31.2 seconds
Output:
Warning: truncated output (original token count: 658)
Total output lines: 1

{"chunk_id":"2b59bf","wall_time_seconds":48.061472524,"exit_code":0,"original_token_count":2113,"output":"Warning: truncated output (original token count: 2113)\nTotal output lines: 64\n\nvLLM generation done - elapsed time: 3.25s, prompts: 4, total tokens: 2895, avg length: 723.8, speed: 889.7 tok/s\nvLLM generation done - elapsed time: 3.29s, prompts: 4, total tokens: 3082, avg length: 770.5, speed: 936.7 tok/s\nvLLM generation done - elapsed time: 3.30s, prompts: 4, total tokens: 3557, avg length: 889.2, speed: 1076.5 tok/s\nvLLM generation done - elapsed time: 3.31s, prompts: 4, total tokens: 3721, avg length: 930.2, speed: 1124.5 tok/s\nvLLM generation done - elapsed time: 3.28s, prompts: 4, total tokens: 3489, avg length: 872.2, speed: 1063.0 tok/s\nvLLM generation done - elapsed time: 3.30s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1240.9 tok/s\nvLLM generation done - elapsed time: 3.31s, prompts: 4, total tokens: 3342, avg length: 835.5, speed: 1010.7 tok/s\nvLLM generation done - elapsed time: 3.32s, prompts: 4, total tokens: 3905, avg length: 976.2, speed: 1177.4 tok/s\n\r 95%|█████████▌| 95/100 [12:34<00:39,  7.93s/it]vLLM generation…58 tokens truncated…| 100/100 [13:17<00:00,  7.98s/it]\n[rank0]:[W803 07:23:33.398204737 ProcessGroupNCCL.cpp:1538] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())\n[rank2]:[W803 07:23:34.768325854 ProcessGroupNCCL.cpp:1538] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())\n[rank3]:[W803 07:23:34.211728550 ProcessGroupNCCL.cpp:1538] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())\n[rank1]:[W803 07:23:34.221859658 ProcessGroupNCCL.cpp:1538] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())\nTRAIN_CKPT=/workspace/runs/earlycredit_strong/capped_seed42/checkpoint-100\n"}
#350
reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec
args
{
  "input": "const r = await tools.exec_command({cmd:\"bash /workspace/dev_eval.sh /workspace/runs/earlycredit_strong/capped_seed42/checkpoint-100\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":400});\ntext(JSON.stringify(r));\n"
}
exec result
Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"a9db0e","wall_time_seconds":1.001561871,"session_id":85987,"original_token_count":0,"output":""}