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Gallopsled__pwntools-636_94
true
[ { "content": "You are OpenHands agent, a helpful AI assistant that can interact with a computer to solve tasks.\n\n<ROLE>\nYour primary role is to assist users by executing commands, modifying code, and solving technical problems effectively. You should be thorough, methodical, and prioritize quality over speed...
Gallopsled__pwntools-636_95
true
[ { "content": "You are OpenHands agent, a helpful AI assistant that can interact with a computer to solve tasks.\n\n<ROLE>\nYour primary role is to assist users by executing commands, modifying code, and solving technical problems effectively. You should be thorough, methodical, and prioritize quality over speed...
Gallopsled__pwntools-636_316
true
[ { "content": "You are OpenHands agent, a helpful AI assistant that can interact with a computer to solve tasks.\n\n<ROLE>\nYour primary role is to assist users by executing commands, modifying code, and solving technical problems effectively. You should be thorough, methodical, and prioritize quality over speed...
Gallopsled__pwntools-636_206
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
Gallopsled__pwntools-636_92
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
ipython__ipython-374_438
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
ipython__ipython-374_821
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
ipython__ipython-374_620
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
ipython__ipython-374_309
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
ipython__ipython-374_527
true
[{"content":"You are OpenHands agent, a helpful AI assistant that can interact with a computer to so(...TRUNCATED)
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func_localize_gpt5mini_add_think_1346i

synthetic-code-training/func_localize_gpt5mini_1346i with LLM-synthesized think steps added to every trajectory that had none (tools/add_think/add_think.py in the benchmarks repo; model nvidia/deepseek-ai/deepseek-v4-flash). Trajectories that already used the think tool are unchanged.

The steps are placed where opus-4.5 (func_localize_claude45_1457i) uses its think tool: strategy, verify, compose, review (after the first action's result; after the first view of the target file; right before the first edit; right before finish; two at the same position are merged). Each thought was written from the run up to that point plus the agent's next call only, so it cannot use anything the agent had not yet seen; thoughts naming an identifier that appears only later, or speaking about the writing task, were re-asked once and otherwise dropped.

value
rows 1346
trajectories given think steps 1346
trajectories that already had think steps (unchanged) 0
trajectories without a usable target edit (unchanged) 0
think steps added: count / per trajectory 4724 / 3.51
checkpoints dropped after re-asks 231
thought words: mean / median 144 / 154
thought tokens (Qwen3 tokenizer): mean 201

Every thought was then checked by an LLM against the run up to its position (full tool outputs): one that stated a wrong name, parameter, default, path, line number or behaviour was written again with the checker's finding (at most twice) and dropped if still wrong. Checked 4899, flagged 1112, rewritten 937, dropped 175.

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