task stringclasses 1
value | messages listlengths 3 203 | metadata stringlengths 66 114 | license stringclasses 1
value | tools stringclasses 102
values | source stringclasses 1
value | uuid stringlengths 36 36 | token_length int64 315 131k |
|---|---|---|---|---|---|---|---|
swe | [
{
"content": "You are a helpful assistant that can interact with a computer to solve tasks.",
"language": "eng",
"token_length": 15,
"role": "system",
"reasoning_content": null,
"reasoning_token_length": null,
"reasoning_language": null,
"tool_calls": null,
"name": null,
"too... | {"reasoning": true, "success": true, "sample_name": "sphinx-doc__sphinx-11700"} | other | [{"type": "function", "function": {"name": "str_replace_editor", "description": null, "parameters": {"type": "object", "properties": {"command": {"type": "string"}, "path": {"type": "string"}, "view_range": {"type": "string"}, "file_text": {"type": "string"}, "old_str": {"type": "string"}, "new_str": {"type": "string"}... | GAIR/daVinci-Dev | 145dbfca-1c9f-5de5-a994-2a78d8754493 | 29,330 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": true, "sample_name": "asottile__yesqa-23"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | 84747f39-5134-5c8f-bf41-bb8698f7c594 | 27,514 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": false, "sample_name": "DLR-SC__prov-db-connector-83"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | a53a2681-54df-5288-94e7-28590e2988af | 62,918 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": false, "success": false, "sample_name": "fatiando__pooch-173"} | other | null | GAIR/daVinci-Dev | 8f19566a-d7a4-5b57-bff5-5c1513d29ea9 | 739 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": false, "sample_name": "omni-us__jsonargparse-637"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | 42b8a4eb-5b67-54c7-a9ee-9f74c00d3691 | 101,320 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": false, "sample_name": "edelooff__kalpa-9"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | ace19354-d9f4-56e3-8f67-136417b2d026 | 24,193 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": false, "sample_name": "airtai__fastagency-198"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | 5440b037-ae81-5c6a-a249-fc5ec585808b | 54,661 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": true, "sample_name": "xCDAT__xcdat-660"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"bash\", \"description\": null, \"parameters\":(...TRUNCATED) | GAIR/daVinci-Dev | ae1d50cd-eaa2-5581-aed7-64b1492fd025 | 13,511 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": false, "sample_name": "alvinwan__TexSoup-108"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | 2318c287-fc5b-519a-b9c5-26b6e14c2e5b | 36,739 |
swe | [{"content":"You are a helpful assistant that can interact with a computer to solve tasks.","languag(...TRUNCATED) | {"reasoning": true, "success": false, "sample_name": "oasis-open__cti-python-stix2-34"} | other | "[{\"type\": \"function\", \"function\": {\"name\": \"str_replace_editor\", \"description\": null, \(...TRUNCATED) | GAIR/daVinci-Dev | 39fe1844-592b-5a73-b4d7-e5ea1ac2b8a7 | 38,427 |
Domyn Edge Teacher Agentic Mix
Phased release. Domyn Edge is a rolling release in three bundles. This dataset is part of the second bundle, together with the domain teachers and their post-training data. For an overview, see the launch blog post.
The training data of Domyn Edge Teacher Agentic
, in two configs:| Config | Stage | Train | Test |
|---|---|---|---|
sft |
Supervised fine-tuning, 128k context | 5,562,889 (54.73B tokens) | 291,167 (2.87B tokens) |
sft: supervised fine-tuning mix
The agentic, tool-use, software-engineering, reasoning, and deep-research slices of the Domyn Edge SFT corpus. Code and math belong to the code and math teachers respectively, so both have weight 0 here. 5% of the mix is held out as the test split.
| Task | Weight | Sources |
|---|---|---|
| Agentic (general tool-use) | 1.0 | Toucan-1.5M, ToolMind, INTELLECT-3-SFT (openreasoning_tool, toucan_tool), ToolACE, Nemotron-Agentic-v1, Nemotron-SFT-Agentic-v2, Nemotron-SFT-OpenCode-v1, Nemotron-Terminal-Corpus, deepseek-v4-pro-0813-agentic |
| Software engineering | 1.0 | daVinci-Dev, Scale-SWE-Distilled, SWE-agent-trajectories, Nemotron-SFT-SWE-v2, Nemotron-SFT-SWE-v3 |
| Reasoning | 1.0 | Nemotron-SFT-ARC-AGI-v1 (tool-use splits only) |
| Deep research | 1.0 | Domyn internal deep-research SDG, MiroVerse-v0.1, OpenResearcher-Dataset |
| Function calling | 1.0 | Domyn internal NeMo-Gym tool-call trajectories |
Released conversations and tokens per source, train and test splits together (licenses in short; full terms in ATTRIBUTION.md):
| Source | License | Conversations | Tokens |
|---|---|---|---|
| Nemotron-Terminal-Corpus | CC BY 4.0 | 1,464,092 | 25.85B |
| Domyn internal (deep research SDG) | Domyn | 1,261,267 | 3.16B |
| Nemotron-SFT-Agentic-v2 | CC BY 4.0 | 970,967 | 5.39B |
| Nemotron-SFT-OpenCode-v1 | CC BY 4.0 | 449,380 | 6.81B |
| INTELLECT-3-SFT | CC BY 4.0, MIT, Apache 2.0 (per subset) | 394,060 | 1.74B |
| ToolMind | Apache 2.0 | 337,881 | 0.82B |
| Nemotron-Agentic-v1 | CC BY 4.0 | 314,600 | 1.30B |
| Nemotron-SFT-SWE-v2 | CC BY 4.0 | 256,194 | 3.69B |
| Toucan-1.5M | Apache 2.0 | 115,623 | 0.35B |
| daVinci-Dev | other (mixed permissive, CC BY 4.0; gated) | 70,602 | 2.58B |
| Scale-SWE-Distilled | CC BY 4.0 | 65,950 | 3.24B |
| MiroVerse-v0.1 | CC BY-NC 4.0, CC BY-SA 4.0, MIT, Apache 2.0 (per subset) | 63,726 | 0.67B |
| Nemotron-SFT-ARC-AGI-v1 | Apache 2.0 | 53,420 | 1.28B |
| ToolACE | Apache 2.0 | 10,417 | 0.01B |
| Domyn internal (NeMo-Gym tool trajectories) | Domyn | 9,455 | 0.45B |
| Nemotron-SFT-SWE-v3 | CC BY 4.0 | 5,932 | 0.17B |
| deepseek-v4-pro-0813-agentic | other (synthetic research corpus) | 4,977 | 0.01B |
| SWE-agent-trajectories | CC BY 4.0 | 3,574 | 0.03B |
| OpenResearcher-Dataset | MIT | 1,939 | 0.07B |
| Total | 5,854,056 | 57.60B |
How to use
from datasets import load_dataset
sft = load_dataset("domyn/Domyn-Edge-Teacher-Agentic-Mix", "sft", split="train", streaming=True)
Columns
sft columns
| Column | Type | Description |
|---|---|---|
messages |
list | The conversation. Each message has role, content, reasoning_content (assistant reasoning, if any), tool_calls (each with id, type and function {name, arguments as a JSON string}), and name and tool_call_id for tool results. |
tools |
string | JSON-encoded list of the tool schemas available in the conversation, or null. |
task |
string | Task family: one of agentic, swe, reasoning, deep-research, function_calling. |
source |
string | Upstream dataset. |
license |
string | License of the upstream record. |
metadata |
string | JSON-encoded upstream metadata (for example topic or generation model), or null. |
uuid |
string | Record identifier. |
token_length |
int | Conversation length in tokens. |
License
Our contributions to this dataset, including the curation and the mix composition, are released under the Apache License 2.0. Upstream datasets keep their original license terms. Read ATTRIBUTION.md before redistributing any part of this data.
Citation
@misc{domyn_edge_teacher_agentic_mix_2026,
title = {Domyn Edge Teacher Agentic Mix},
author = {Domyn},
year = {2026},
note = {Technical report, forthcoming in November 2026.},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/domyn/Domyn-Edge-Teacher-Agentic-Mix}
}
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