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: 636
duration: 8h 10m
recorded: 2026-08-03

run idopsd-aime24-4gpus__3tyLi4e

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

download JSON ↗

codexgpt-5.6-sol683 turns47 narration636 reasoning636 action636 observation1 final

#426

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "219",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 32.2 seconds
Output:
Warning: truncated output (original token count: 207)
Total output lines: 13

Warning: truncated output (original token count: 3208)
Total output lines: 131

vLLM generation done - elapsed time: 3.65s, prompts: 4, total tokens: 3327, avg length: 831.8, speed: 910.9 tok/s
vLLM generation done - elapsed time: 3.68s, prompts: 4, total tokens: 3391, avg length: 847.8, speed: 920.9 tok/s
vLLM generation done - elapsed time: 3.73s, prompt…27 tokens truncated…ich is the inradius $ r = 2 $. So $ k = 2 $.

Therefore, the incenter is located at $ (0, 2) $, and we know the distance from $ A $ to $ I $ is 3.

Since $ A = (0, h) $, and $ I = (0, 2) $, the vertical distance between them is $ |h - 2| $, so the distance $ AI = |h - 2
================================================================================

#427

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:42659,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 220
Wall time 11.0 seconds
Output:

#428

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "220",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 33.4 seconds
Output:
Warning: truncated output (original token count: 207)
Total output lines: 10

Warning: truncated output (original token count: 3025)
Total output lines: 176

vLLM generation done - elapsed time: 3.69s, prompts: 4, total tokens: 3443, avg length: 860.8, speed: 932.8 tok/s
vLLM generation done - elapsed time: 3.71s, prompts: 4, total tokens: 3632, avg length: 908.0, speed: 979.2 tok/s
vLLM generation done - elapsed time: 3.72s, prompt…27 tokens truncated…0 tok/s
vLLM generation done - elapsed time: 3.76s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1087.9 tok/s
vLLM generation done - elapsed time: 3.78s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1084.8 tok/s
vLLM generation done - elapsed time: 3.79s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1081.4 tok/s

#429

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:42659,chars:\"\",yield_time_ms:50000,max_output_tokens:500});\ntext(r.output);"
}

exec result

Script running with cell ID 221
Wall time 11.0 seconds
Output:

#430

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "221",
  "yield_time_ms": 50000,
  "max_tokens": 500
}

wait result

Script completed
Wall time 23.1 seconds
Output:
Warning: truncated output (original token count: 527)
Total output lines: 18

Warning: truncated output (original token count: 3044)
Total output lines: 215

vLLM generation done - elapsed time: 3.72s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1101.7 tok/s
vLLM generation done - elapsed time: 3.72s, prompts: 4, total tokens: 3509, avg length: 877.2, speed: 942.5 tok/s
vLLM generation done - elapsed time: 3.75s, prompts: 4, total tokens: 4068, avg length: 1017.0, speed: 1085.9 tok/s
vLLM generation done - elapsed time: 3.75s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1092.4 tok/s

 92%|█████████▏| 92/100 [13:43<01:11,  8.93s/it]
                                                
{'loss': -0.0015, 'grad_norm': 0.06178002059459686, 'learning_rate': 4.5000000000000003e-07, 'on_policy_loss': -0.0015, 'rollout_accuracy': 0.25, 'epoch': 0.22}

 92%|█████████▏| 92/100 [13:43<01:11,  8.93s/it]vLLM generation done - elapsed time: 3.65s, prompts: 4, total tokens: 3073, avg length: 768.2, speed: 84…27 tokens truncated…ompts: 4, total tokens: 3877, avg length: 969.2, speed: 1037.7 tok/s

vLLM generation done - elapsed time: 3.75s, prompts: 4, total tokens: 3934, avg length: 983.5, speed: 1048.8 tok/s
vLLM generation done - elapsed time: 3.73s, prompts: 4, total tokens: 3850, avg length: 962.5, speed: 1033.2 tok/s
vLLM generation done - elapsed time: 3.73s, prompts: 4, total tokens: 3508, avg length: 877.0, speed: 941.5 tok/s
vLLM generation done - elapsed time: 3.73s, prompts: 4, total tokens: 3843, avg length: 960.8, speed: 1031.0 tok/s
vLLM generation done - elapsed time: 3.75s, prompts: 4, total tokens: 4008, avg length: 1002.0, speed: 1068.7 tok/s

 98%|█████████▊| 98/100 [14:37<00:17,  8.94s/it]
                                                
{'loss': -0.003, 'grad_norm': 0.0713336393237114, 'learning_rate': 1.5000000000000002e-07, 'on_policy_loss': -0.003, 'rollout_accuracy': 0.375, 'epoch': 0.23}

 98%|█████████▊| 98/100 [14:37<00:17,  8.94s/it]

#431

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:42659,chars:\"\",yield_time_ms:50000,max_output_tokens:500});\ntext(r.output);"
}

exec result

Script running with cell ID 222
Wall time 11.0 seconds
Output:

#432

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "222",
  "yield_time_ms": 50000,
  "max_tokens": 500
}

wait result

Script completed
Wall time 0.0 seconds
Output:
Warning: truncated output (original token count: 526)
Total output lines: 16

Warning: truncated output (original token count: 943)
Total output lines: 24

vLLM generation done - elapsed time: 3.70s, prompts: 4, total tokens: 3371, avg length: 842.8, speed: 911.6 tok/s
vLLM generation done - elapsed time: 3.73s, prompts: 4, total tokens: 3528, avg length: 882.0, speed: 946.3 tok/s
vLLM generation done - elapsed time: 3.75s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1091.4 tok/s
vLLM generation done - elapsed time: 3.76s, prompts: 4, total tokens: 3933, avg length: 983.2, speed: 1047.3 tok/s
vLLM generation done - elapsed time: 3.71s, prompts: 4, total tokens: 3564, avg length: 891.0, speed: 961.2 tok/s
vLLM generation done - elapsed time: 3.74s, prompts: 4, total tokens: 3582, avg length: 895.5, speed: 958.6 tok/s
vLLM generation done - elapsed time: 3.74s, prompts: 4, total tokens: 4011, avg length: 1002.8, speed: 1072.3 tok/s
vLLM generation done - elapsed time: 3.77s, prompts: 4, total tokens: 4096, avg length: 1024.0, speed: 1087.6 to…26 tokens truncated…rces. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
[rank2]:[W803 07:39:10.914142877 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())
[rank3]:[W803 07:39:10.437258493 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())
[rank1]:[W803 07:39:10.447395981 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())
TRAIN_CKPT=/workspace/runs/frontier_v3_aops/capped_seed42/checkpoint-100

#433

narration

The AoPS-balanced run completed all 100 steps successfully. I’m starting its full evaluation now; a score clearly above 55.5 would justify replication, while a lower result will send the final submission back to the simpler v1 curriculum with the strongest current replicated mean.

#434

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/frontier_v3_aops/capped_seed42/checkpoint-100 /workspace/eval_results/frontier_v3_aops_full.json\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":300,\"tty\":true});\ntext(JSON.stringify(r));"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
{"chunk_id":"b93367","wall_time_seconds":1.001384401,"session_id":29625,"original_token_count":0,"output":""}

#435

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:200});\ntext(r.output);"
}

exec result

Script running with cell ID 224
Wall time 11.0 seconds
Output:

#436

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "224",
  "yield_time_ms": 50000,
  "max_tokens": 200
}

wait result

Script completed
Wall time 33.7 seconds
Output:
Warning: truncated output (original token count: 227)
Total output lines: 11

Warning: truncated output (original token count: 5926)
Total output lines: 146

Checkpoint kind: lora
Merging LoRA adapter into base weights for evaluation (CPU, once)...
`torch_dtype` is deprecated! Use `dtype` instead!

Loading checkpoint shards:   0%|                         | 0/2 [00:00<?, ?it/s]
Loading checkpoint shards: 100%|█████████████████| 2/2 [00:00…27 tokens truncated…0<?, ?it/s, est. speed input: 0.00 toks/s,INFO 08-03 07:40:27 [llm.py:306] Supported_tasks: ['generate']

Adding requests:   0%|                                   | 0/8 [00:00<?, ?it/s]
Adding requests: 100%|██████████████████████████| 8/8 [00:00<00:00, 243.32it/s]

Processed prompts:   0%| | 0/96 [00:00<?, ?it/s, est. speed input: 0.00 toks/s,

#437

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 225
Wall time 11.0 seconds
Output:

#438

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "225",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 27.0 seconds
Output:

#439

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 226
Wall time 11.0 seconds
Output:

#440

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "226",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 34.0 seconds
Output:

#441

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 227
Wall time 11.0 seconds
Output:

#442

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "227",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 33.3 seconds
Output:

#443

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 228
Wall time 11.0 seconds
Output:

#444

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "228",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 28.3 seconds
Output:

Processed prompts:  12%|▏| 12/96 [03:48<26:37, 19.02s/it, est. speed input: 8.2

#445

narration

The final exploratory evaluation is in progress with official settings. I’ve set an evidence threshold in advance: only a clear improvement over the existing 55.14 replicated mean will keep the heavier AoPS reweighting, avoiding selection on a marginal noisy win.

#446

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 229
Wall time 11.0 seconds
Output:

#447

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "229",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 27.4 seconds
Output:

Processed prompts:  25%|▎| 24/96 [04:38<12:20, 10.29s/it, est. speed input: 13.

#448

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 230
Wall time 11.0 seconds
Output:

#449

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "230",
  "yield_time_ms": 50000,
  "max_tokens": 180
}

wait result

Script completed
Wall time 27.4 seconds
Output:

Processed prompts:  12%|▏| 12/96 [05:32<38:46, 27.70s/it, est. speed input: 5.3
Processed prompts:  14%|▏| 12/84 [05:53<35:21, 29.47s/it, est. speed input: 2.6

#450

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:29625,chars:\"\",yield_time_ms:50000,max_output_tokens:180});\ntext(r.output);"
}

exec result

Script running with cell ID 231
Wall time 11.0 seconds
Output: