---
format: "aidr-story-markdown/v1"
id: "196492a5a91622d7a69a239fc29118a5090007ca6b9728cb93bf0c83f6ea266a"
canonical_url: "https://aidr.today/196492a5?lang=en"
title: "WorkFactory: Turning Professional Intents into Executable Work for Scalable Agent Training"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-10-30T00:00:00.000Z"
category: "Frameworks"
topics: ["agent","framework"]
source_urls: ["https://huggingface.co/papers/2610.37161"]
summary: "WorkFactory is a scalable framework for constructing coherent and executable professional tasks from professional intents, using information-level planning and probe executions to guide task instantiation and repairs."
---

# WorkFactory: Turning Professional Intents into Executable Work for Scalable Agent Training

> [Open the canonical story](<https://aidr.today/196492a5?lang=en>)

**Published:** 2026-10-30T00:00:00.000Z
**Category:** Frameworks
**Topics:** agent, framework

## Summary

WorkFactory is a scalable framework for constructing coherent and executable professional tasks from professional intents, using information\-level planning and probe executions to guide task instantiation and repairs\.

## Sources

- [Story source](<https://huggingface.co/papers/2610.37161>)