reasonwang/SkillGym-Qwen3.5-9B
Text Generation • 9B • Updated • 32
conversation listlengths 6 161 | harness stringclasses 1
value | run stringclasses 7
values | slice stringclasses 4
values | arm stringclasses 5
values | task stringlengths 14 106 | skill stringlengths 12 104 | model stringclasses 5
values | task_profile stringclasses 4
values | tier stringclasses 2
values | domain stringclasses 19
values | reward float64 1 1 | attempt int64 1 4 | verified stringclasses 1
value | source_id stringlengths 71 71 ⌀ | variant_type stringclasses 3
values | augmentation unknown | token_count int64 2.64k 153k | token_count_answer int64 76 31.5k | token_count_think int64 29 97.3k |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
{
"role": "system",
"content": "Operate as a hands-on expert engineer whose job is to finish the requested work, not merely describe it. The complete solution and every required artifact must be produced in /workspace.\n\nBefore editing, read the user task and inspect the existing /workspace files. A releva... | agentfly | sweep_kimi-k3-private | abductive | with_skill_distractor_1 | alirezarezvani__claude-skills__senior-computer-vision | alirezarezvani/claude-skills/senior-computer-vision | Kimi-K3 | hard_abductive | gold | MLAITooling | 1 | 2 | correct | sha256:d126647b49fabf1c3b2bbb1b969a1ae4217920ef3170e8dd70a83af06ae52e5e | tool_prompt_perturbed | {
"seed": 42,
"tool_candidate_catalog_id": "sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e0344eb718f1",
"prompt_candidate_catalog_id": "sha256:fd181ff3f69c6149f10ff7dd060e3dd509705b296dfa5a7469471a3162f9a123",
"transforms": [
"static_system_prompt_rewrite_v1",
"semantic_tool_names_v1",
... | 24,482 | 5,054 | 3,969 |
[{"role":"system","content":"You are an expert software engineer agent. Complete the requested task (...TRUNCATED) | agentfly | sweep_deepseek-v4-flash-0731 | csp | with_skill_distractor_3 | vasilyu1983__ai-agents-public__document-pdf | vasilyu1983/ai-agents-public/document-pdf | deepseek-v4-flash-0731 | hard_constraint_satisfaction | gold | Office | 1 | 1 | correct | sha256:3fbe707ae7b7156aad9a6404242ae8f55162020bcdd4cdbe629677fbee000d0d | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 22,888 | 5,683 | 10,736 |
[{"role":"system","content":"As an expert software engineer agent, your objective is to fulfill the (...TRUNCATED) | agentfly | sweep_kimi-k3-private | csp | with_skill_distractor_1 | ahmedasmar__devops-claude-skills__monitoring-observability | ahmedasmar/devops-claude-skills/monitoring-observability | Kimi-K3 | hard_constraint_satisfaction | gold | Infrastructure | 1 | 1 | correct | sha256:d17f3b352f67d215b3f573cab55d654eef8ef1b5bf81a1c7e1ca74e5e188d517 | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 33,187 | 6,666 | 9,759 |
[{"role":"system","content":"You are an expert software engineer agent. Complete the requested task (...TRUNCATED) | agentfly | sweep_kimi-k3-private | multihop | with_skill_distractor_2 | darthmolen__englishconnect__regenerate-example | darthmolen/EnglishConnect/regenerate-example | Kimi-K3 | hard_procedural | silver | Media | 1 | 2 | correct | sha256:6f87d4550beff3edcbce5039a72c291c8b2ecbdde009131a0e4ccac4dbaa9e86 | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 15,203 | 3,908 | 6,124 |
[{"role":"system","content":"You are an expert software engineer agent. Your job is to complete the (...TRUNCATED) | agentfly | sweep_kimi-k3-private | abductive | with_skill_distractor_2 | thecardgoat__tcg-engines__riftbound-rules | TheCardGoat/tcg-engines/riftbound-rules | Kimi-K3 | hard_abductive | gold | Other | 1 | 1 | correct | sha256:709dea8daa40c6521cba923bb17a16e6e7eb96930c09f730fc77c5dc50a10d78 | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 54,382 | 9,822 | 14,369 |
[{"role":"system","content":"You are an expert software engineer agent. Solve the task the user give(...TRUNCATED) | agentfly | sweep_kimi-k3-private | abductive | with_skill_distractor_2 | planetscale__database-skills__vitess | planetscale/database-skills/vitess | Kimi-K3 | hard_abductive | silver | Infrastructure | 1 | 2 | correct | null | original | null | 45,310 | 8,070 | 14,046 |
[{"role":"system","content":"As an expert software engineer agent, your objective is to fulfill the (...TRUNCATED) | agentfly | sweep_kimi-k3-private | abductive | with_skill_distractor_1 | kasperjunge__30-minute-vibe-coding-challenge__opportunity-solution-tree | kasperjunge/30-minute-vibe-coding-challenge/opportunity-solution-tree | Kimi-K3 | hard_abductive | gold | Other | 1 | 1 | correct | sha256:fc5d66ab5003331e67aacfc7b48829555b5de63f9d60efba786a2a78d429d9fb | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 32,818 | 5,407 | 4,813 |
[{"role":"system","content":"You are a software engineering agent. Your job is to complete the user'(...TRUNCATED) | agentfly | sweep_deepseek-v4-flash-0731 | multihop | with_skill_distractor_2 | benny9193__devflow__code-patterns | Benny9193/devflow/code-patterns | deepseek-v4-flash-0731 | hard_procedural | gold | SoftwareEngineering | 1 | 1 | correct | sha256:448960d6b682b68698d05fed04d27aa9013003c322f122c108ae81ca9c0838b4 | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 12,164 | 3,146 | 3,051 |
[{"role":"system","content":"You are an expert software engineer agent. Fulfill the task given by th(...TRUNCATED) | agentfly | sweep_glm-5.2-512k-2n | abductive | with_skill_distractor_2 | databayt__hogwarts__multi-tenant-validator | databayt/hogwarts/multi-tenant-validator | glm-5.2-512k-2n | hard_abductive | gold | Cybersecurity | 1 | 2 | correct | sha256:1cef95e97ed9984e4b019bc5d54302447544e4034672eeb9eedacfe7299ad042 | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 62,570 | 8,464 | 28,939 |
[{"role":"system","content":"You are an expert software engineer agent. The user will give you a tas(...TRUNCATED) | agentfly | sweep_kimi-k3 | multihop | with_skill_distractor_3 | austinjan__aaagent-rs__spec-ui-component | austinjan/aaagent-rs/spec-ui-component | kimi-k3 | hard_procedural | gold | SoftwareEngineering | 1 | 2 | correct | sha256:dd7d8567b2225df1ca456ce5fa9cfbce346d16c09d5acb50a070cb1dad17be32 | tool_prompt_perturbed | {"seed":42,"tool_candidate_catalog_id":"sha256:1268bdc5079e3699ab5ecede159e24faca54ea460ca66a8a04d9e(...TRUNCATED) | 26,199 | 10,277 | 9,822 |
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SkillGym SFT trajectories
19,053 successful (reward 1.0) agent trajectories on skill-requiring tasks, one JSONL file per agent harness.
| file | harness | trajectories |
|---|---|---|
agentfly.jsonl |
AgentFly | 5,936 |
miniswe.jsonl |
mini-swe-agent | 6,423 |
terminus-2.jsonl |
terminus-2 | 6,694 |
Record fields
conversation (list of messages), harness, model (teacher model), task, skill (owner/repo/skill),
task_profile (hard_procedural, hard_abductive, hard_constraint_satisfaction, hard_partial_order), slice,
arm (with_skill or with_skill_distractor_N), tier, domain, reward, verified, attempt, run,
source_id, variant_type (original, tool_perturbed, tool_prompt_perturbed, terminus_protocol_perturbed),
augmentation, token_count, token_count_answer, token_count_think.
Messages
Each message has role and content. system messages carry tools (the tool definitions); assistant
messages carry think (reasoning) and tool_calls (name, arguments, id); tool messages carry
tool_call_id. terminus-2 trajectories have no tool calls: the assistant replies with a JSON object and the
terminal output returns as a user message.
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Models trained or fine-tuned on reasonwang/skillgym-sft