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: 627
duration: 6h 30m
recorded: 2026-08-02

run idopsd-aime24-4gpus__RqGcDty

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

download JSON ↗

codexgpt-5.6-sol684 turns57 narration627 reasoning627 action627 observation1 final

#276

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63518,chars:\"\",yield_time_ms:30000,max_output_tokens:300});\ntext(r.output);\n"
}

exec result

Script running with cell ID 154
Wall time 11.0 seconds
Output:

#277

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "154",
  "yield_time_ms": 30000,
  "max_tokens": 300
}

wait result

Script completed
Wall time 13.2 seconds
Output:

Processed prompts:  29%|██▊       | 24/84 [15:00<35:26, 35.45s/it, est. speed input: 4.05 toks/s, output: 496.15 toks/s]
Processed prompts:  43%|████▎     | 36/84 [15:02<15:28, 19.35s/it, est. speed input: 5.36 toks/s, output: 775.22 toks/s]
Processed prompts:  57%|█████▋    | 48/84 [15:04<07:03, 11.77s/it, est. speed input: 6.66 toks/s, output: 1170.39 toks/s]

#278

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63518,chars:\"\",yield_time_ms:30000,max_output_tokens:300});\ntext(r.output);\n"
}

exec result

Script running with cell ID 155
Wall time 11.0 seconds
Output:

#279

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "155",
  "yield_time_ms": 30000,
  "max_tokens": 300
}

wait result

Script completed
Wall time 6.9 seconds
Output:

Processed prompts:  71%|███████▏  | 60/84 [15:10<03:04,  7.71s/it, est. speed input: 7.93 toks/s, output: 1496.27 toks/s]
Processed prompts:  86%|████████▌ | 72/84 [15:42<01:11,  6.00s/it, est. speed input: 9.19 toks/s, output: 1757.66 toks/s]

#280

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63518,chars:\"\",yield_time_ms:30000,max_output_tokens:300});\ntext(r.output);\n"
}

exec result

Script running with cell ID 156
Wall time 11.0 seconds
Output:

#281

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "156",
  "yield_time_ms": 30000,
  "max_tokens": 300
}

wait result

Script completed
Wall time 4.4 seconds
Output:

Processed prompts: 100%|██████████| 84/84 [15:47<00:00,  4.16s/it, est. speed input: 10.50 toks/s, output: 2016.09 toks/s]
Processed prompts: 100%|██████████| 84/84 [15:47<00:00,  4.16s/it, est. speed input: 10.50 toks/s, output: 2016.09 toks/s]
Processed prompts: 100%|██████████| 84/84 [15:47<00:00, 11.28s/it, est. speed input: 10.50 toks/s, output: 2016.09 toks/s]

Processed prompts:  50%|█████     | 48/96 [15:47<13:22, 16.72s/it, est. speed input: 6.99 toks/s, output: 921.61 toks/s]
Processed prompts:  62%|██████▎   | 60/96 [16:19<06:58, 11.63s/it, est. speed input: 8.29 toks/s, output: 1158.39 toks/s]

#282

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:63518,chars:\"\",yield_time_ms:30000,max_output_tokens:300});\ntext(r.output);\n"
}

exec result

Script running with cell ID 157
Wall time 11.0 seconds
Output:

#283

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "157",
  "yield_time_ms": 30000,
  "max_tokens": 300
}

wait result

Script completed
Wall time 2.7 seconds
Output:

Processed prompts:  75%|███████▌  | 72/96 [16:38<03:17,  8.23s/it, est. speed input: 9.43 toks/s, output: 1517.01 toks/s]
Processed prompts:  88%|████████▊ | 84/96 [16:47<01:09,  5.78s/it, est. speed input: 10.90 toks/s, output: 1763.01 toks/s]
Processed prompts: 100%|██████████| 96/96 [16:53<00:00,  4.10s/it, est. speed input: 12.90 toks/s, output: 2091.14 toks/s]
Processed prompts: 100%|██████████| 96/96 [16:53<00:00,  4.10s/it, est. speed input: 12.90 toks/s, output: 2091.14 toks/s]
Processed prompts: 100%|██████████| 96/96 [16:53<00:00, 10.56s/it, est. speed input: 12.90 toks/s, output: 2091.14 toks/s]

FINAL avg@12 accuracy: 57.22% (206/360 solutions correct on 30 problems)
Results written to /workspace/eval_results/refined_long_full.json

#284

narration

The refined method scored 57.22% (206/360), a +3.00-point gain over the 54.22 baseline and +4.72 over the coarse replay control. That is a meaningful single-run margin. I’m now testing the nonnegative influence-capped KL with 2,048-token rollouts; if it does not beat 57.22 convincingly, I’ll revert to the validated refined method.

#285

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"SEED=42 OUT_DIR=/workspace/runs/robust_kl_2048 bash /workspace/train_capped.sh\",\"workdir\":\"/workspace\",\"yield_time_ms\":1000,\"max_output_tokens\":1000});\ntext(r.output); if(r.session_id) text(`SESSION_ID=${r.session_id}`);\n"
}

exec result

Script completed
Wall time 1.2 seconds
Output:
SESSION_ID=60664

#286

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:1500});\ntext(r.output);\n"
}

exec result

Script running with cell ID 159
Wall time 11.0 seconds
Output:

#287

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "159",
  "yield_time_ms": 30000,
  "max_tokens": 1500
}

wait result

Script completed
Wall time 12.5 seconds
Output:
Warning: truncated output (original token count: 1527)
Total output lines: 85

Warning: truncated output (original token count: 2989)
Total output lines: 159

<string>:24: FutureWarning: `torch_dtype` is deprecated and will be removed in version 0.27.0, please use `dtype` instead.

================================================================================
RUN CONFIGURATION
================================================================================
WandB Run Name: capped_seed42_lr5e-6_bs32
Output Directory: /workspace/runs/robust_kl_2048/capped_seed42
================================================================================


================================================================================
Loading model with dtype: torch.bfloat16
Using attention implementation: flash_attention_2
================================================================================

<string>:24: FutureWarning: `torch_dtype` is deprecated and will be removed in version 0.27.0, please use `dtype` instead.

================================================================================
RUN CONFIGURATION
================================================================================
WandB Run Name: capped_seed42_lr5e-6_bs32
Output Directory: /workspace/runs/robust_kl_2048/capped_seed42
================================================================================


================================================================================
Loading model with dtype: torch.bfloat16
Using attention implementation: flash_attention_2
================================================================================

<string>:24: FutureWarning: `torch_dtype` is deprecated and will be removed in version 0.27.0, please use `dtype` instead.

================================================================================
RUN CONFIGURATION
================================================================================
WandB Run Name: capped_seed42_lr5e-6_bs32
Output Directory: /workspace/runs/robust_kl_2048/capped_seed42
================================================================================


================================================================================
Loading model with dtype: torch.bfloat16
Using attention implementation: flash_attention_2
================================================================================

<string>:24: FutureWarning: `torch_dtype` is deprecated and will be removed in version 0.27.0, please use `dtype` instead.

================================================================================
RUN CONFIGURATION
================================================================================
WandB Run Name: capped_seed42_lr5e-6_bs32
Output Directory: /workspace/runs/robust_kl_2048/capped_seed42
================================================================================


================================================================================
Loading model with dtype: torch.bfloat16
Using attention implementation: flash_attention_2
==================…27 tokens truncated…. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0
[Gloo] Rank 0 is connected to 0 peer ranks. Expected number of connected peer ranks is : 0

Loading safetensors checkpoint shards:   0% Completed | 0/2 [00:00<?, ?it/s]

Loading safetensors checkpoint shards: 100% Completed | 2/2 [00:00<00:00,  3.02it/s]

Loading safetensors checkpoint shards: 100% Completed | 2/2 [00:00<00:00,  3.02it/s]


Capturing CUDA graphs (mixed prefill-decode, PIECEWISE):   0%|          | 0/5 [00:00<?, ?it/s]
Capturing CUDA graphs (mixed prefill-decode, PIECEWISE):  60%|██████    | 3/5 [00:00<00:00, 24.72it/s]
Capturing CUDA graphs (mixed prefill-decode, PIECEWISE): 100%|██████████| 5/5 [00:00<00:00, 20.12it/s]

Capturing CUDA graphs (decode, FULL):   0%|          | 0/4 [00:00<?, ?it/s]
Capturing CUDA graphs (decode, FULL): 100%|██████████| 4/4 [00:00<00:00, 34.35it/s]
Capturing CUDA graphs (decode, FULL): 100%|██████████| 4/4 [00:00<00:00, 34.27it/s]
The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.

#288

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:1200});\ntext(r.output);\n"
}

exec result

Script running with cell ID 160
Wall time 11.0 seconds
Output:

#289

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "160",
  "yield_time_ms": 30000,
  "max_tokens": 1200
}

wait result

Script completed
Wall time 14.6 seconds
Output:
[rank2]:W0802 19:44:41.730000 12368 torch/utils/cpp_extension.py:2425] TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation. 
[rank2]:W0802 19:44:41.730000 12368 torch/utils/cpp_extension.py:2425] If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST'] to specific architectures.
[rank1]:W0802 19:44:41.775000 12367 torch/utils/cpp_extension.py:2425] TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation. 
[rank1]:W0802 19:44:41.775000 12367 torch/utils/cpp_extension.py:2425] If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST'] to specific architectures.

  0%|          | 0/100 [00:00<?, ?it/s]vLLM generation done - elapsed time: 6.16s, prompts: 4, total tokens: 4549, avg length: 1137.2, speed: 738.3 tok/s
vLLM generation done - elapsed time: 6.70s, prompts: 4, total tokens: 6021, avg length: 1505.2, speed: 898.3 tok/s
vLLM generation done - elapsed time: 6.91s, prompts: 4, total tokens: 7282, avg length: 1820.5, speed: 1054.3 tok/s
vLLM generation done - elapsed time: 6.84s, prompts: 4, total tokens: 6872, avg length: 1718.0, speed: 1005.4 tok/s
/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:85: UserWarning: None of the inputs have requires_grad=True. Gradients will be None
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:85: UserWarning: None of the inputs have requires_grad=True. Gradients will be None
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:85: UserWarning: None of the inputs have requires_grad=True. Gradients will be None
  warnings.warn(
/usr/local/lib/python3.10/dist-packages/torch/utils/checkpoint.py:85: UserWarning: None of the inputs have requires_grad=True. Gradients will be None
  warnings.warn(
Could not estimate the number of tokens of the input, floating-point operations will not be computed
Could not estimate the number of tokens of the input, floating-point operations will not be computed
Could not estimate the number of tokens of the input, floating-point operations will not be computed
Could not estimate the number of tokens of the input, floating-point operations will not be computed
vLLM generation done - elapsed time: 3.70s, prompts: 4, total tokens: 3951, avg length: 987.8, speed: 1068.5 tok/s
vLLM generation done - elapsed time: 3.77s, prompts: 4, total tokens: 3031, avg length: 757.8, speed: 804.9 tok/s
vLLM generation done - elapsed time: 6.52s, prompts: 4, total tokens: 5632, avg length: 1408.0, speed: 864.1 tok/s
vLLM generation done - elapsed time: 6.55s, prompts: 4, total tokens: 4839, avg length: 1209.8, speed: 738.8 tok/s

  1%|          | 1/100 [00:15<25:15, 15.31s/it]vLLM generation done - elapsed time: 5.90s, prompts: 4, total tokens: 4995, avg length: 1248.8, speed: 846.8 tok/s
vLLM generation done - elapsed time: 6.39s, prompts: 4, total tokens: 4370, avg length: 1092.5, speed: 683.4 tok/s
vLLM generation done - elapsed time: 6.55s, prompts: 4, total tokens: 5256, avg length: 1314.0, speed: 802.9 tok/s
vLLM generation done - elapsed time: 6.70s, prompts: 4, total tokens: 6554, avg length: 1638.5, speed: 978.7 tok/s
vLLM generation done - elapsed time: 4.97s, prompts: 4, total tokens: 3262, avg length: 815.5, speed: 656.9 tok/s
vLLM generation done - elapsed time: 6.45s, prompts: 4, total tokens: 4722, avg length: 1180.5, speed: 731.8 tok/s
vLLM generation done - elapsed time: 6.67s, prompts: 4, total tokens: 5808, avg length: 1452.0, speed: 870.7 tok/s
vLLM generation done - elapsed time: 6.83s, prompts: 4, total tokens: 7323, avg length: 1830.8, speed: 1072.8 tok/s

#290

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:1500});\ntext(r.output);\n"
}

exec result

Script running with cell ID 161
Wall time 11.0 seconds
Output:

#291

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "161",
  "yield_time_ms": 30000,
  "max_tokens": 1500
}

wait result

Script completed
Wall time 13.5 seconds
Output:

  2%|▏         | 2/100 [00:30<25:07, 15.38s/it]
                                               
{'loss': 0.0135, 'grad_norm': 0.15250051021575928, 'learning_rate': 4.95e-06, 'on_policy_loss': 0.0135, 'epoch': 0.02}

  2%|▏         | 2/100 [00:30<25:07, 15.38s/it]vLLM generation done - elapsed time: 6.54s, prompts: 4, total tokens: 5597, avg length: 1399.2, speed: 856.5 tok/s
vLLM generation done - elapsed time: 6.67s, prompts: 4, total tokens: 6257, avg length: 1564.2, speed: 937.8 tok/s
vLLM generation done - elapsed time: 6.68s, prompts: 4, total tokens: 5360, avg length: 1340.0, speed: 802.3 tok/s
vLLM generation done - elapsed time: 6.85s, prompts: 4, total tokens: 7848, avg length: 1962.0, speed: 1145.2 tok/s
vLLM generation done - elapsed time: 4.31s, prompts: 4, total tokens: 3954, avg length: 988.5, speed: 916.7 tok/s
vLLM generation done - elapsed time: 6.32s, prompts: 4, total tokens: 3750, avg length: 937.5, speed: 593.7 tok/s
vLLM generation done - elapsed time: 6.61s, prompts: 4, total tokens: 5385, avg length: 1346.2, speed: 814.3 tok/s
vLLM generation done - elapsed time: 6.71s, prompts: 4, total tokens: 6096, avg length: 1524.0, speed: 907.9 tok/s

  3%|▎         | 3/100 [00:46<24:54, 15.41s/it]vLLM generation done - elapsed time: 6.01s, prompts: 4, total tokens: 4570, avg length: 1142.5, speed: 759.9 tok/s
vLLM generation done - elapsed time: 6.27s, prompts: 4, total tokens: 5390, avg length: 1347.5, speed: 859.1 tok/s
vLLM generation done - elapsed time: 6.65s, prompts: 4, total tokens: 5125, avg length: 1281.2, speed: 770.1 tok/s
vLLM generation done - elapsed time: 6.71s, prompts: 4, total tokens: 6178, avg length: 1544.5, speed: 920.9 tok/s
vLLM generation done - elapsed time: 4.42s, prompts: 4, total tokens: 3968, avg length: 992.0, speed: 898.3 tok/s
vLLM generation done - elapsed time: 6.46s, prompts: 4, total tokens: 4734, avg length: 1183.5, speed: 732.4 tok/s
vLLM generation done - elapsed time: 6.54s, prompts: 4, total tokens: 5279, avg length: 1319.8, speed: 806.8 tok/s
vLLM generation done - elapsed time: 6.68s, prompts: 4, total tokens: 5918, avg length: 1479.5, speed: 885.8 tok/s

  4%|▍         | 4/100 [01:01<24:42, 15.44s/it]
                                               
{'loss': 0.0144, 'grad_norm': 0.1594260185956955, 'learning_rate': 4.85e-06, 'on_policy_loss': 0.0144, 'epoch': 0.03}

  4%|▍         | 4/100 [01:01<24:42, 15.44s/it]vLLM generation done - elapsed time: 4.36s, prompts: 4, total tokens: 4035, avg length: 1008.8, speed: 925.2 tok/s

#292

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:80});\ntext(r.output);\n"
}

exec result

Script running with cell ID 162
Wall time 11.0 seconds
Output:

#293

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "162",
  "yield_time_ms": 30000,
  "max_tokens": 80
}

wait result

Script completed
Wall time 12.7 seconds
Output:
Warning: truncated output (original token count: 106)
Total output lines: 6

Warning: truncated output (original token count: 696)
Total output lines: 26

vLLM generation done - elapsed time: 6.65s, prompts: 4, total tokens: 5553, avg le…26 tokens truncated…398, avg length: 1599.5, speed: 943.5 tok/s
vLLM generation done - elapsed time: 6.91s, prompts: 4, total tokens: 8192, avg length: 2048.0, speed: 1185.1 tok/s

#294

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:80});\ntext(r.output);\n"
}

exec result

Script running with cell ID 163
Wall time 11.0 seconds
Output:

#295

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "163",
  "yield_time_ms": 30000,
  "max_tokens": 80
}

wait result

Script completed
Wall time 14.3 seconds
Output:
Warning: truncated output (original token count: 107)
Total output lines: 6

Warning: truncated output (original token count: 2647)
Total output lines: 201

vLLM generation done - elapsed time: 5.17s, prompts: 4, total tokens: 3938, avg …27 tokens truncated…508, avg length: 1377.0, speed: 841.0 tok/s
vLLM generation done - elapsed time: 6.85s, prompts: 4, total tokens: 7321, avg length: 1830.2, speed: 1069.0 tok/s

#296

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"tail -c 2500 /workspace/runs/robust_kl_2048/train_seed42.log | rg -o \\\"[0-9]+%\\\\|[^\\\\r]*|\\\\{'loss'.*\\\" | tail -5; nvidia-smi --query-gpu=memory.used --format=csv,noheader\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":1000});\ntext(r.output);\n"
}

exec result

Script completed
Wall time 0.2 seconds
Output:
7%|▋         | 7/100 [01:48<24:02, 15.51s/it]vLLM generation done - elapsed time: 2.68s, prompts: 4, total tokens: 2635, avg length: 658.8, speed: 984.1 tok/s
8%|▊         | 8/100 [02:03<23:44, 15.48s/it]
{'loss': 0.0138, 'grad_norm': 0.1282239854335785, 'learning_rate': 4.65e-06, 'on_policy_loss': 0.0138, 'epoch': 0.07}
8%|▊         | 8/100 [02:03<23:44, 15.48s/it]vLLM generation done - elapsed time: 4.68s, prompts: 4, total tokens: 4337, avg length: 1084.2, speed: 926.7 tok/s
9%|▉         | 9/100 [02:18<23:26, 15.46s/it]vLLM generation done - elapsed time: 5.06s, prompts: 4, total tokens: 4329, avg length: 1082.2, speed: 855.4 tok/s
108667 MiB
108677 MiB
108489 MiB
108413 MiB

#297

narration

The new estimator is behaving as intended: its loss remains positive (~0.014 at step 8), gradients are finite and clipped normally, and 2,048-token memory use is only ~109 GiB/GPU. This confirms the code change removes the negative-KL failure mode without introducing a resource or stability regression.

#298

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:80});\ntext(r.output);\n"
}

exec result

Script running with cell ID 165
Wall time 11.0 seconds
Output:

#299

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "165",
  "yield_time_ms": 30000,
  "max_tokens": 80
}

wait result

Script completed
Wall time 14.5 seconds
Output:
Warning: truncated output (original token count: 107)
Total output lines: 5

Warning: truncated output (original token count: 1577)
Total output lines: 219


  9%|▉         | 9/100 [02:18<23:26, 15.46s/it]vLLM generation done - elapsed…27 tokens truncated…5078, avg length: 1269.5, speed: 775.5 tok/s
vLLM generation done - elapsed time: 6.73s, prompts: 4, total tokens: 6377, avg length: 1594.2, speed: 948.2 tok/s

#300

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:60664,chars:\"\",yield_time_ms:30000,max_output_tokens:80});\ntext(r.output);\n"
}

exec result

Script running with cell ID 166
Wall time 11.0 seconds
Output: