jailbreak-robustness

gpt-5.6-sol

jailbreak-robustness — graded by the task's verifier against a measured baseline.

backend: modal
variant: codex azure_ai/gpt-5.6-sol
metric: Safety-Helpfulness-Capability composite
actions: 152
duration: 1h 6m
recorded: 2026-08-03

run idsafety-qwen3-jailbreak__XNPUqgv

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

download JSON ↗

codexgpt-5.6-sol163 turns11 narration152 reasoning152 action152 observation1 final

#26

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:20000,max_output_tokens:3000});\ntext(r);\n"
}

exec result

Script running with cell ID 22
Wall time 11.0 seconds
Output:

#27

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "22",
  "yield_time_ms": 20000,
  "max_tokens": 3000
}

wait result

Script completed
Wall time 0.9 seconds
Output:
{"chunk_id":"007319","wall_time_seconds":20.001703147,"session_id":38672,"original_token_count":91,"output":"{\"step\": 10, \"total_steps\": 294, \"lr\": 7.142857142857143e-05, \"safety_ce\": 2.605584794282913, \"retain_relative_mse\": 0.0002718503259529825, \"weighted_retain\": 0.06796258148824563}\r\n{\"step\": 20, \"total_steps\": 294, \"lr\": 9.98867437523228e-05, \"safety_ce\": 1.306138014793396, \"retain_relative_mse\": 0.0015100016258656978, \"weighted_retain\": 0.37750040646642447}\r\n"}

#28

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 23
Wall time 11.0 seconds
Output:

#29

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "23",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 11.4 seconds
Output:
{"chunk_id":"4207cc","wall_time_seconds":30.00161723,"session_id":38672,"original_token_count":46,"output":"{\"step\": 30, \"total_steps\": 294, \"lr\": 9.919647942993148e-05, \"safety_ce\": 0.7883213046938181, \"retain_relative_mse\": 0.0005932339576247614, \"weighted_retain\": 0.14830848940619035}\r\n"}

#30

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.exec_command({cmd:\"tail -5 /workspace/candidates/candidate_a_train.log && cat /workspace/.timer/remaining_secs && tail -5 /workspace/.metrics/system.jsonl\",\"workdir\":\"/workspace\",\"yield_time_ms\":10000,\"max_output_tokens\":3000});\ntext(r);\n"
}

exec result

Script completed
Wall time 0.1 seconds
Output:
{"chunk_id":"3f583e","wall_time_seconds":0.000026725,"exit_code":0,"original_token_count":421,"output":"trainable params: 43,646,976 || all params: 8,234,382,336 || trainable%: 0.5301\n{\"step\": 1, \"total_steps\": 294, \"lr\": 7.142857142857143e-06, \"safety_ce\": 3.4260056614875793, \"retain_relative_mse\": 0.0, \"weighted_retain\": 0.0}\n{\"step\": 10, \"total_steps\": 294, \"lr\": 7.142857142857143e-05, \"safety_ce\": 2.605584794282913, \"retain_relative_mse\": 0.0002718503259529825, \"weighted_retain\": 0.06796258148824563}\n{\"step\": 20, \"total_steps\": 294, \"lr\": 9.98867437523228e-05, \"safety_ce\": 1.306138014793396, \"retain_relative_mse\": 0.0015100016258656978, \"weighted_retain\": 0.37750040646642447}\n{\"step\": 30, \"total_steps\": 294, \"lr\": 9.919647942993148e-05, \"safety_ce\": 0.7883213046938181, \"retain_relative_mse\": 0.0005932339576247614, \"weighted_retain\": 0.14830848940619035}\n21090\n{\"ts\":1785797446,\"gpus\":[{\"index\":0,\"util_pct\":74,\"mem_used_mb\":21059,\"mem_total_mb\":81559,\"temp_c\":50,\"power_w\":319.20}],\"cpu_load1\":0.00,\"mem_used_mb\":8750,\"mem_total_mb\":1048576}\n{\"ts\":1785797456,\"gpus\":[{\"index\":0,\"util_pct\":100,\"mem_used_mb\":21059,\"mem_total_mb\":81559,\"temp_c\":51,\"power_w\":306.12}],\"cpu_load1\":0.00,\"mem_used_mb\":8762,\"mem_total_mb\":1048576}\n{\"ts\":1785797466,\"gpus\":[{\"index\":0,\"util_pct\":33,\"mem_used_mb\":21061,\"mem_total_mb\":81559,\"temp_c\":49,\"power_w\":261.39}],\"cpu_load1\":0.00,\"mem_used_mb\":8763,\"mem_total_mb\":1048576}\n{\"ts\":1785797477,\"gpus\":[{\"index\":0,\"util_pct\":53,\"mem_used_mb\":21061,\"mem_total_mb\":81559,\"temp_c\":48,\"power_w\":299.20}],\"cpu_load1\":0.00,\"mem_used_mb\":8765,\"mem_total_mb\":1048576}\n{\"ts\":1785797487,\"gpus\":[{\"index\":0,\"util_pct\":79,\"mem_used_mb\":21061,\"mem_total_mb\":81559,\"temp_c\":50,\"power_w\":324.80}],\"cpu_load1\":0.00,\"mem_used_mb\":8767,\"mem_total_mb\":1048576}\n"}

#31

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 25
Wall time 11.0 seconds
Output:

#32

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "25",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.9 seconds
Output:
{"chunk_id":"e42cd1","wall_time_seconds":30.002492305,"session_id":38672,"original_token_count":91,"output":"{\"step\": 40, \"total_steps\": 294, \"lr\": 9.788754083424652e-05, \"safety_ce\": 0.708110923320055, \"retain_relative_mse\": 0.0004679620687966235, \"weighted_retain\": 0.11699051719915587}\r\n{\"step\": 50, \"total_steps\": 294, \"lr\": 9.597638862757255e-05, \"safety_ce\": 0.7289677761495114, \"retain_relative_mse\": 0.0002771269253571518, \"weighted_retain\": 0.06928173133928794}\r\n"}

#33

narration

Training is now stable: safety cross-entropy has fallen from 3.43 to about 0.7, while the benign hidden-state drift penalty remains small. I’m letting the scheduled run finish, then I’ll test several adapter-strength scalings; that gives a direct safety/capability frontier without retraining each point.

#34

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 26
Wall time 11.0 seconds
Output:

#35

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "26",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.5 seconds
Output:
{"chunk_id":"ebb528","wall_time_seconds":30.001814611,"session_id":38672,"original_token_count":92,"output":"{\"step\": 60, \"total_steps\": 294, \"lr\": 9.348705665778478e-05, \"safety_ce\": 0.6875978872179985, \"retain_relative_mse\": 0.00022141802928672406, \"weighted_retain\": 0.05535450732168101}\r\n{\"step\": 70, \"total_steps\": 294, \"lr\": 9.045084971874738e-05, \"safety_ce\": 0.7029607784003019, \"retain_relative_mse\": 0.00020016012767882786, \"weighted_retain\": 0.05004003191970696}\r\n"}

#36

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 27
Wall time 11.0 seconds
Output:

#37

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "27",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.5 seconds
Output:
{"chunk_id":"4ebcc9","wall_time_seconds":30.001992659,"session_id":38672,"original_token_count":46,"output":"{\"step\": 80, \"total_steps\": 294, \"lr\": 8.690594987436704e-05, \"safety_ce\": 0.6308651350438594, \"retain_relative_mse\": 0.00023030319061945193, \"weighted_retain\": 0.05757579765486298}\r\n"}

#38

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 28
Wall time 11.0 seconds
Output:

#39

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "28",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.0 seconds
Output:
{"chunk_id":"4c3454","wall_time_seconds":30.002382365,"session_id":38672,"original_token_count":92,"output":"{\"step\": 90, \"total_steps\": 294, \"lr\": 8.289693629698564e-05, \"safety_ce\": 0.579192484356463, \"retain_relative_mse\": 0.00022429139371524798, \"weighted_retain\": 0.056072848428811994}\r\n{\"step\": 100, \"total_steps\": 294, \"lr\": 7.84742246584226e-05, \"safety_ce\": 0.6111574158072471, \"retain_relative_mse\": 0.0001777312827471178, \"weighted_retain\": 0.04443282068677945}\r\n"}

#40

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 29
Wall time 11.0 seconds
Output:

#41

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "29",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 7.8 seconds
Output:
{"chunk_id":"e9adc8","wall_time_seconds":30.001685921,"session_id":38672,"original_token_count":47,"output":"{\"step\": 110, \"total_steps\": 294, \"lr\": 7.369343312364993e-05, \"safety_ce\": 0.5911930404603482, \"retain_relative_mse\": 0.00024252818184322678, \"weighted_retain\": 0.060632045460806694}\r\n"}

#42

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 30
Wall time 11.0 seconds
Output:

#43

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "30",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 1.8 seconds
Output:
{"chunk_id":"04f185","wall_time_seconds":30.000782549,"session_id":38672,"original_token_count":93,"output":"{\"step\": 120, \"total_steps\": 294, \"lr\": 6.861468292009727e-05, \"safety_ce\": 0.6284804016351699, \"retain_relative_mse\": 0.00017604816257517087, \"weighted_retain\": 0.044012040643792716}\r\n{\"step\": 130, \"total_steps\": 294, \"lr\": 6.330184227833376e-05, \"safety_ce\": 0.5002742763608694, \"retain_relative_mse\": 0.00017071202673832886, \"weighted_retain\": 0.042678006684582215}\r\n"}

#44

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 31
Wall time 11.0 seconds
Output:

#45

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "31",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 10.5 seconds
Output:
{"chunk_id":"ac91c3","wall_time_seconds":30.001775641,"session_id":38672,"original_token_count":46,"output":"{\"step\": 140, \"total_steps\": 294, \"lr\": 5.782172325201155e-05, \"safety_ce\": 0.5581388734281063, \"retain_relative_mse\": 0.00016003975542844273, \"weighted_retain\": 0.04000993885711068}\r\n"}

#46

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 32
Wall time 11.0 seconds
Output:

#47

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "32",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 8.9 seconds
Output:
{"chunk_id":"0bb0c4","wall_time_seconds":30.001705876,"session_id":38672,"original_token_count":93,"output":"{\"step\": 150, \"total_steps\": 294, \"lr\": 5.2243241517525754e-05, \"safety_ce\": 0.5341748498380184, \"retain_relative_mse\": 0.00014879182908771326, \"weighted_retain\": 0.03719795727192832}\r\n{\"step\": 160, \"total_steps\": 294, \"lr\": 4.663654971939802e-05, \"safety_ce\": 0.5295040104538202, \"retain_relative_mse\": 0.00014778408403799405, \"weighted_retain\": 0.03694602100949851}\r\n"}

#48

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 33
Wall time 11.0 seconds
Output:

#49

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolwait

args

{
  "cell_id": "33",
  "yield_time_ms": 30000,
  "max_tokens": 5000
}

wait result

Script completed
Wall time 6.5 seconds
Output:
{"chunk_id":"975584","wall_time_seconds":30.000553786,"session_id":38672,"original_token_count":46,"output":"{\"step\": 170, \"total_steps\": 294, \"lr\": 4.107215526006817e-05, \"safety_ce\": 0.5381179057061672, \"retain_relative_mse\": 0.001227025781008706, \"weighted_retain\": 0.3067564452521765}\r\n"}

#50

reasoning (redacted)

encrypted chain-of-thought — recorded, not exposed

toolexec

args

{
  "input": "const r = await tools.write_stdin({session_id:38672,chars:\"\",yield_time_ms:30000,max_output_tokens:5000});\ntext(r);\n"
}

exec result

Script running with cell ID 34
Wall time 11.0 seconds
Output: