Datasets:

TMaxxx
/

swerl-tmax-15k-hardened-prefilter-open-instruct

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_000001_1a03ebc5	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:37a79d0fd9b9", "task_id": "task_000001_1a03ebc5" }	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_000001_e67d5628	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:f4f76c1a90bf", "task_id": "task_000001_e67d5628" }	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_000002_81d660f3	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:ac0931df29ee", "task_id": "task_000002_81d660f3" }	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_000002_8be5378a	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishivi/swerl-tmax-hardened:task_000002_8be5378a-0c4e432c", "task_id": "task_000002_8be5378a" }	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_000003_2a1af405	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishivi/swerl-tmax-hardened:task_000003_2a1af405-0c4e432c", "task_id": "task_000003_2a1af405" }	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_000003_b73a4413	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:d5886f5c569e", "task_id": "task_000003_b73a4413" }	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_000004_aeddda76	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:7da96e1618b7", "task_id": "task_000004_aeddda76" }	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_000004_b4949f3f	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:d5fc18e4404f", "task_id": "task_000004_b4949f3f" }	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_000005_ceefb305	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:14b0edbb09bf", "task_id": "task_000005_ceefb305" }	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_000006_74a36316	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:98957e1d21c4", "task_id": "task_000006_74a36316" }	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_000006_93ea43e6	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:34eff4a10087", "task_id": "task_000006_93ea43e6" }	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_000007_654ab1c7	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:27efbe8735b4", "task_id": "task_000007_654ab1c7" }	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_000007_eadb8636	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishivi/swerl-tmax-hardened:task_000007_eadb8636-0c4e432c", "task_id": "task_000007_eadb8636" }	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_000008_e94be48f	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:be77886e06e4", "task_id": "task_000008_e94be48f" }	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
[ { "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_24e54d45	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:2df1439e90a7", "task_id": "task_000011_24e54d45" }	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_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": "hamishivi/swerl-tmax-hardened:task_000015_6615e8e8-0c4e432c", "task_id": "task_000015_6615e8e8" }	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_802ac83d	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:ac4eacb9ab8c", "task_id": "task_000015_802ac83d" }	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_000016_3ffaf505	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:40e08ab795a8", "task_id": "task_000016_3ffaf505" }	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_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": "hamishivi/swerl-tmax-hardened:task_000017_75ba7ed9-0c4e432c", "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
[ { "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_42ce2436	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishi740/swerl-tmax-v3:6dbf396d3ce7", "task_id": "task_000018_42ce2436" }	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_000019_9b7bd652	passthrough	{ "env_name": "swerl_vanillux_sandbox", "image": "hamishivi/swerl-tmax-hardened:task_000019_9b7bd652-0c4e432c", "task_id": "task_000019_9b7bd652" }	tmax_skill_taxonomy
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TMax hardened prefilter — Open Instruct

All 13,565 tasks from wAI-org/swerl-tmax-15k-hardened-prefilter, formatted exactly like allenai/tmax-15k-open-instruct.

The train split contains the same five columns and nested Arrow/Hugging Face feature types as the reference dataset:

Column	Format
`messages`	List of `{content: string, role: string}` messages
`ground_truth`	Original task ID, string
`dataset`	`passthrough`
`env_config`	Struct with string fields `env_name`, `image`, `task_id`
`source`	`tmax_skill_taxonomy`

env_config.env_name is swerl_vanillux_sandbox, matching the reference. Every env_config.image is a public Docker Hub reference; no cluster-local SIF paths remain. Messages, IDs, and source labels are preserved. This is the prefilter corpus, including tasks without a demonstrated passing solution; it is not the smaller solvability-filtered subset.

Use datasets>=4 to read the reference dataset's feature metadata.

from datasets import load_dataset
from huggingface_hub import hf_hub_download

ds = load_dataset("TMaxxx/swerl-tmax-15k-hardened-prefilter-open-instruct", split="train")
archive = hf_hub_download(
    "TMaxxx/swerl-tmax-15k-hardened-prefilter-open-instruct",
    "task-data.tar.gz", repo_type="dataset",
)

Use task-data.tar.gz as the task-data archive in the TMax Open Instruct fork. It is byte-for-byte identical to the hardened source archive and contains a verifier for every task. Hardened verifiers and relocated oracle assets remain in this archive and are uploaded at verification time. The archive's SHA-256 is a654638ec448403823273b6510eeb457ae6d9914c7bf4f87ce5302d1fb0c7146.

Container images

11,852 tasks retain existing hamishi740/swerl-tmax-v3 Docker Hub images.
1,014 tasks use hamishivi/swerl-tmax-hardened images that append standard whiteout layers removing the exact leaked paths named in the published repair recipe. Original base layers and Docker runtime configuration are retained.
699 tasks use hamishivi/swerl-tmax-hardened images imported from the exact published, SHA-256-verified hardened SIF filesystem. This preserves validated dependency versions without reinstalling them. Original Docker runtime configuration is retained. Filesystem ownership, modes, links, and extended attributes are preserved by sqfs2tar.

Images are Linux/AMD64, matching the published task environments. Tags include the task ID and image-pool revision prefix, so tasks sharing an original image can retain different repairs. image-manifest.jsonl records the published manifest digest and provenance of each hardened image; image-publication-plan.json contains the original base, derivation, and source SIF checksum. The base images are publicly maintained in the original namespace.

Provenance and caveats

Hardened source revision: 6f62db2f3ed0b1ebf386de2009a3d649d13e5616.
Published SIF image pool revision: 0c4e432c59f9fb7daa7c58dcc43bf31a75230cc8.
Format reference revision: 7b090eca98bf351356bc1c64290c5c4a09f2f98c.
audit-metadata.jsonl preserves the source's repair and validation metadata separately from the five-column training split.
validation.json records schema and task-archive coverage checks. Image checks verify registry availability and representative runtime behavior; this conversion does not rerun all task solutions or establish solvability.

The source's known verifier defects and validation limitations still apply. Consult its dataset card before training. The license marker other is retained from the hardened source; consult both the hardened and original dataset terms for reuse.

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