# AgentInstruct Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/agentinstruct
> Markdown URL: https://aitinkerers.org/technologies/agentinstruct.md
> Technology record last updated: 2026-03-10T16:30:31Z
> Generated: 2026-09-23T09:30:29Z

AgentInstruct is a multi-agent framework for Generative Teaching: It autonomously creates massive, high-quality synthetic data for instruction-tuning large language models (LLMs).

This extensible agentic framework, developed by Microsoft Research, automates high-volume synthetic data creation for LLM fine-tuning: It uses raw data (text, code) as seeds to generate both prompts and responses. The system employs a multi-agent workflow (Content Transformation, Instruction Generation, Refinement) to ensure diversity and quality across 17+ tasks. This method is proven effective: Post-training the Mistral 7B base model with an AgentInstruct-generated 25 million-pair dataset resulted in the Orca-3 model, which showed gains of 40% on AGIEval and 54% on GSM8K.

- Official technology site: https://www.microsoft.com/en-us/research/publication/agentinstruct-toward-generative-teaching-with-agentic-flows/
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [JungleGym](https://sf.aitinkerers.org/talks/rsvp_sJr2Cxy9JEc)

An open-source playground for testing and developing autonomous web agents. It includes the most comprehensive Web Aregent datasets: WebArena, Mind2Web, and AgentInstruct to test and benchmark your models.

- Event context: AI Tinkerers SF X Cerebral Valley - Dec Meetup — 2023-12-04 — San Francisco
- Public talk page: https://sf.aitinkerers.org/talks/rsvp_sJr2Cxy9JEc

## Related Technologies

- [JungleGym](https://aitinkerers.org/technologies/junglegym) ([Markdown](https://aitinkerers.org/technologies/junglegym.md)) — 1 public demo
- [Mind2Web](https://aitinkerers.org/technologies/mind2web) ([Markdown](https://aitinkerers.org/technologies/mind2web.md)) — 1 public demo
- [WebArena](https://aitinkerers.org/technologies/webarena) ([Markdown](https://aitinkerers.org/technologies/webarena.md)) — 1 public demo
- [World of Bits](https://aitinkerers.org/technologies/world-of-bits) ([Markdown](https://aitinkerers.org/technologies/world-of-bits.md)) — 1 public demo