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32
36276d9ead85721051fe4859d651de75324412e38011dd4afc09be3dd11386c1
opencode
1
{"rollout":{"elapsed_s":109.7,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.json...
a6a09166194c8c18b3e15660578afdcb7406076b015d4a708f4fed0d53b7e9c1
keep
[ "secondsky_claude-skills_bun-docker" ]
0.95
{"artifact_and_verification":{"analysis":"The required output artifact was created and then verified by an explicit read-back. The artifact matches the reasoning and all evaluator checks.","artifact_created":true,"verification_evidence":"Step 5 writes /root/output/result.json successfully; step 7 reads it back and obse...
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
22
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-1626-bun-docker
dsv4-pro
9
debff0bb24e8ffe7ec10e8f223aa5af7f249cf3eecd3a0b8a722abdef765050a
opencode
1
{"rollout":{"elapsed_s":116.28,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso...
c93cceff0afe8472df8af4a697bfe2e4a5ed13911dbac024036d119cfe01d6ba
keep
[ "onewave-ai_claude-skills_performance-profiler" ]
0.92
{"artifact_and_verification":{"analysis":"The artifact was written correctly. Verification is adequate for this small task but not elaborate: the model checked the boundary cases in reasoning and relied on the write tool success and evaluator confirmation.","artifact_created":true,"verification_evidence":"Step 4 includ...
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
21
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-1070-performance-profiler
dsv4-pro
9
5ef3bf4ae0a3874881fbb6050da507dea90c17e4a7c2e5acecf149ac11f5a2b2
opencode
1
{"rollout":{"elapsed_s":213.21,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso...
23e27fc02a4d5c3ea36014cdcacbaff2f30c2d63084902b9c287ff0837377437
keep
[ "davila7_claude-code-templates_pentest-commands" ]
0.97
{"artifact_and_verification":{"analysis":"The artifact is correct and directly supported by the pre-write count/mapping reasoning and by the full evaluator pass. There is no explicit post-write read, but the deterministic evaluation provides strong confirmation.","artifact_created":true,"verification_evidence":"Step 5 ...
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
22
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-0367-pentest-commands
dsv4-pro
10
b51008eb24282a205bf09547376b5a43e7486f99745dd5ca16fd30997988a525
opencode
1
{"rollout":{"elapsed_s":192.91,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso...
bfa0bd490e01b1ee40cc964cd863091076d235641508e453245096d6ca0e752c
keep
[ "yoanbernabeu_grepai-skills_grepai-mcp-claude" ]
0.95
{"artifact_and_verification":{"analysis":"The artifact is created successfully and the evaluator confirms correctness. The lack of explicit self-verification is a minor weakness for a simple direct-write task and does not undermine supervision.","artifact_created":true,"verification_evidence":"No explicit post-write re...
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
21
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-1773-grepai-mcp-claude
dsv4-pro
9
29a113c474b2318e9b44483de3de84de59cfdbeb29eb1793dd87a99004d3c2e7
opencode
1
{"rollout":{"elapsed_s":100.74,"error":null,"evaluator_results":[{"details":{"op_args":{"min_size":1,"path":"output/result.json"},"op_func":"file_exists","type":"objective_usability","value":null},"evaluator_id":"exists","message":"","passed":true,"score":1.0,"weight":1},{"details":{"op_args":{"path":"output/result.jso...
2f8eec788a5eaf69795bad1c199ecf957cccdaffe9ad8eee8fe3aeb6a55ce8ed
keep
[ "volter-ai_runhuman-skills_runhuman-testing" ]
0.83
{"artifact_and_verification":{"analysis":"Output directory was created, the result file was written, and the file was read back for confirmation. Verification is sufficient for this small deterministic task.","artifact_created":true,"verification_evidence":"Step 8 reads /root/output/result.json, and step 9 shows the fi...
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
21
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-1662-runhuman-testing
dsv4-pro
11
a66e5541410a36e7ef8ec2d0618f8801527a61259dae853e3fe21d0217418bc1
opencode
1
"{\"rollout\":{\"elapsed_s\":114.7,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":{(...TRUNCATED)
2212e4eecc858476f203e9686b6c6f8bf9881d1cc1e767917adb9e60b381252e
keep
[ "jamditis_claude-skills-journalism_ai-writing-detox" ]
0.94
"{\"artifact_and_verification\":{\"analysis\":\"The required artifact was created correctly. The tra(...TRUNCATED)
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
21
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-1447-ai-writing-detox
dsv4-pro
7
ba7b461952d93d583e74b4abbc6e03990b5c12d0c1e63adae8fed649bfb29735
opencode
1
"{\"rollout\":{\"elapsed_s\":135.39,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":(...TRUNCATED)
3c931b6c925de4ce799e4fd60045eb719d7f04caf19737878335cc7999f5104e
keep
[ "geoffjay_claude-plugins_git-advanced" ]
0.95
"{\"artifact_and_verification\":{\"analysis\":\"Artifact is correctly created and verified through b(...TRUNCATED)
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
22
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-0627-git-advanced
dsv4-pro
13
bed342a1704473f88c3adef9639e9c3939b7eb5c1ac8b7143fbe50e652cb2a87
opencode
1
"{\"rollout\":{\"elapsed_s\":81.88,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":{(...TRUNCATED)
5521661fa5e04dc546b32fb914efddf763f191bedcd7cb43a5ef15a9f48701b6
keep
[ "glebis_claude-skills_youtube-transcript" ]
0.94
"{\"artifact_and_verification\":{\"analysis\":\"The solver created output/result.json with the corre(...TRUNCATED)
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
22
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-1433-youtube-transcript
dsv4-pro
9
842cb61507d65ffe138852222068704f06d33d2d5106569d32c9a192219e7556
opencode
1
"{\"rollout\":{\"elapsed_s\":211.75,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":(...TRUNCATED)
b8fcc5aa6846a5044ff2d0b211a785c9eedcd7786ce42b0f0fdae0d5d57e41ed
keep
[ "dimillian_skills_swiftui-performance-audit" ]
0.95
"{\"artifact_and_verification\":{\"analysis\":\"Artifact creation is clear and correct. Verification(...TRUNCATED)
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
21
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-0720-swiftui-performance-audit
dsv4-pro
10
8c6e9a21ebf5904a0f01b03fb912bebabf19e6f7e3882fa78374d4bcd92b9f0f
opencode
1
"{\"rollout\":{\"elapsed_s\":116.64,\"error\":null,\"evaluator_results\":[{\"details\":{\"op_args\":(...TRUNCATED)
ba135533460be1338cf0c238f274a272798c1c6bfb4af0acf7746da82179117f
keep
[ "cin12211_orca-q_github-actions-expert" ]
0.95
"{\"artifact_and_verification\":{\"analysis\":\"Artifact creation and verification were both perform(...TRUNCATED)
deepseek-v4-pro
opencode_dsv4pro_oldgood2859_judged_dsv4pro_20260825T105000Z
22
good
opencode_dsv4pro_public_candidate/v1
sb-skillssh-cos-sb-top2000pure-0803-github-actions-expert
dsv4-pro
9
End of preview. Expand in Data Studio

Deepseek-V4-Pro Opencode Skill-Use data 2487

This dataset was produced by the SKT data pipeline. It contains OpenCode skill-use data integrated with dpsk (DeepSeek V4 Pro), selected from the strict-good trajectory pool for training and research.

Private candidate dataset with three directly viewable Hugging Face splits:

Split Rows
k1 1,215
k2 776
k3 496

Every row passed the frozen strict selection contract: status=reviewed, response_valid=true, verdict=good, keep_for_training=true, recommended_action=keep, and no safety redaction.

The Data Viewer exposes searchable scalar metadata such as task ID, K, skill IDs, total score, confidence, and digests. Exact heterogeneous trajectory and review objects are stored as valid JSON strings in model_input_json and review_json; parse them with json.loads when loading the dataset:

import json
from datasets import load_dataset

ds = load_dataset("Artemis0430/deepseek-v4-pro-opencode-skill-use-data-2487", token=True)
trajectory = json.loads(ds["k1"][0]["model_input_json"])
review = json.loads(ds["k1"][0]["review_json"])

This repository is private and is not public-rights-cleared. Before changing visibility, complete PII, copyright, third-party skill/license, deduplication, and final diversity/quota review.

Citation

If you use this dataset, please consider citing:

@misc{tan2026sktskillusetrainingscale,
  title={SKT: Skill-Use Training at Scale via Verified Synthetic Data Generation},
  author={Zelin Tan and Yiqun Zhang and Hao Li and Zhiyao Cui and Hejia Geng and Shao Zhang and Hangfan Zhang and Yang Chen and Xiaosong Wang and Lilong Wang and Zhenfei Yin and Shuyue Hu and Chen Zhang and Lei Bai},
  year={2026},
  eprint={2608.02287},
  archivePrefix={arXiv},
  primaryClass={cs.AI},
  url={https://arxiv.org/abs/2608.02287},
}
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Paper for Artemis0430/deepseek-v4-pro-opencode-skill-use-data-2487