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tmax-15k-open-instruct

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train · 14.6k rows

messages listlengths 2 2	ground_truth stringlengths 20 20	dataset stringclasses 1 value	env_config dict	source stringclasses 1 value
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[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000009_8e53cc34	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:d00d957ead80", "task_id": "task_000009_8e53cc34" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000009_dbc34e08	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:6dc3741227cc", "task_id": "task_000009_dbc34e08" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000010_7c427a6f	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:363b894bc5df", "task_id": "task_000010_7c427a6f" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000010_e7b016b0	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:ff1557b69235", "task_id": "task_000010_e7b016b0" }	tmax_skill_taxonomy
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[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000011_b3a63e5b	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:8d9341b5b4ea", "task_id": "task_000011_b3a63e5b" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000012_58fdcccc	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:9ba2dcb5f85d", "task_id": "task_000012_58fdcccc" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000012_bcc9081e	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:87d74314a166", "task_id": "task_000012_bcc9081e" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000013_df6cd2ad	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:0ba14e3e653c", "task_id": "task_000013_df6cd2ad" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000014_3d9789ba	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:d298403af06c", "task_id": "task_000014_3d9789ba" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000014_a15a2b8a	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:d37290e1435a", "task_id": "task_000014_a15a2b8a" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000015_6615e8e8	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:37c7db3a0dd4", "task_id": "task_000015_6615e8e8" }	tmax_skill_taxonomy
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[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000017_0ba5f186	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:491f76904c02", "task_id": "task_000017_0ba5f186" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000017_75ba7ed9	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:347c91bc2d0e", "task_id": "task_000017_75ba7ed9" }	tmax_skill_taxonomy
[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000018_3997ce32	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:4f58e58929c0", "task_id": "task_000018_3997ce32" }	tmax_skill_taxonomy
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[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000020_3c0b25ea	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:fd406c04dba7", "task_id": "task_000020_3c0b25ea" }	tmax_skill_taxonomy
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[ { "content": "You are a helpful coding assistant. You have access to a bash terminal. Use it to explore the codebase, understand the problem, implement a solution, and verify it works. When you are confident your solution is correct, submit by running: echo COMPLETE_TASK_AND_SUBMIT_FINAL_OUTPUT", "role": "s...	task_000021_5e1d9408	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:3c5925451d0d", "task_id": "task_000021_5e1d9408" }	tmax_skill_taxonomy
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End of preview. Expand in Data Studio

💻 Code · 🤗 Models & Data · 📜 Paper · 📓 Blog

For full information, go check out the Tmax paper here.

TMax 15k - Open Instruct

This is the dataset we used to train Tmax 9b (and our other tmax models), formatted for use with our open-instruct fork here. In general, this is a collection of roughly 15k RL environment instances. For details on how we generated this dataset and its makeup, please see our paper!

You can find a more generic version of this dataset here!

License

This dataset is licensed under ODC-BY. It is intended for research and educational use in accordance with Ai2's Responsible Use Guidelines. The data includes outputs generated using Gemini 3.1 Pro, which are subject to Google's Terms of Service.

Citation

If you use our model or data, please cite our paper:

@misc{ivison2026tmaxsimplerecipeterminal,
      title={Tmax: A simple recipe for terminal agents}, 
      author={Hamish Ivison and Junjie Oscar Yin and Rulin Shao and Teng Xiao and Nathan Lambert and Hannaneh Hajishirzi},
      year={2026},
      eprint={2606.23321},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2606.23321}, 
}

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Models trained or fine-tuned on allenai/tmax-15k-open-instruct

Collection including allenai/tmax-15k-open-instruct

Tmax

Collection

Data and models associated with "Tmax: A simple recipe for terminal agents". paper: https://arxiv.org/abs/2606.23321 • 23 items • Updated 1 day ago • 8

Paper for allenai/tmax-15k-open-instruct

Tmax: A simple recipe for terminal agents

Paper • 2606.23321 • Published 3 days ago • 9