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AutoRL: Simplest Way to Train Task-Specific LLMs

By

@mattshumer_

–

30 July 2025 17h01

Introducing `AutoRL` 📈

The world's simplest way to train a task-specific LLM with RL.

*Just write a SENTENCE describing the model you want.*

A chain of AI systems will generate data + rubrics and train a model for you.

Powered by ART, it's open source.

Link in thread: pic.twitter.com/OVxe2hWTZY
— Matt Shumer (@mattshumer_) 30 juillet 2025

Introducing `AutoRL` The world's simplest way to train a task-specific LLM with RL. *Just write a SENTENCE describing the model you want.* A chain of AI systems will generate data + rubrics and train a model for you. Powered by ART, it's open source. Link in thread:

→ View original post on X — @mattshumer_

30 July 2025
AutoRL: Automated Reinforcement Learning for Model Generation

By

@mattshumer_

–

30 July 2025 17h01

How AutoRL works, in a nutshell: – The user describes the model they want
Ex: "A model that detects spelling and grammar errors" – OSS models generate a system prompt that will be used a) to generate, and b) for RULER to rank outputs – We generate input data, and RL a model!

→ View original post on X — @mattshumer_

30 July 2025
Tool Calling Loop: Model Requests Tools and Processes Results

By

@simonw

–

30 July 2025 16h31

The loop is needed for tool calling to work: model requests a tool, harness runs that tool, feeds the output back into the model, model optionally requests another tool

→ View original post on X — @simonw

30 July 2025
SciSpace Agent: AI Exclusively Built for Scientific Community

By

@kirkdborne

–

30 July 2025 16h21

10/
Thanks for reading this thread on @SciSpace_ Agent — the first AI built exclusively for the scientific community, unlike general-purpose #AI implementations.https://t.co/RSwJ1LbJS1
— Kirk Borne (@KirkDBorne) 30 juillet 2025

10/
Thanks for reading this thread on @scispace Agent — the first AI built exclusively for the scientific community, unlike general-purpose #AI implementations.

→ View original post on X — @kirkdborne

30 July 2025
End Research Drudgery with SciSpace Agent Automation

By

@kirkdborne

–

30 July 2025 16h18

9/
𝗘𝗻𝗱 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝗱𝗿𝘂𝗱𝗴𝗲𝗿𝘆! 𝗥𝗲𝗰𝗮𝗽𝘁𝘂𝗿𝗲 𝟭𝟬𝟬'𝘀 𝗼𝗳 𝗵𝗼𝘂𝗿𝘀 𝗼𝗳 𝗽𝗿𝗲𝗰𝗶𝗼𝘂𝘀 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝘁𝗶𝗺𝗲. Find out more about SciSpace Agent and get started today to fast-track your research workflows and breakthroughs here:

→ View original post on X — @kirkdborne

30 July 2025
SciSpace Agent: AI Super Agent Co-Scientist for Lab Research

By

@kirkdborne

–

30 July 2025 16h14

7/
@SciSpace_ Agent is an AI super agent co-scientist that works just like a member of your lab, using the same tools you use. pic.twitter.com/Va4AsMVlY4
— Kirk Borne (@KirkDBorne) 30 juillet 2025

7/ @scispace Agent is an AI super agent co-scientist that works just like a member of your lab, using the same tools you use.

→ View original post on X — @kirkdborne

30 July 2025
SciSpace Agent Automates Research Tasks with AI

By

@kirkdborne

–

30 July 2025 16h11

6/
SciSpace Agent brings the best of AI to your research. The Agent understands your goals and automates every task, including searching, reading, analyzing, and writing, so you can focus less on the time-consuming logistical tasks and focus more on your research breakthroughs.

→ View original post on X — @kirkdborne

30 July 2025
SciSpace Agent: AI Built Exclusively for Scientific Research

By

@kirkdborne

–

30 July 2025 16h09

5/
@SciSpace_ Agent is the first #AI built exclusively for the scientific community, unlike general-purpose AI implementations.

Its primary characteristics include:

● A research-first AI assistant, specifically tailored to understand, automate, and accelerate tasks… pic.twitter.com/aeqP2DZY50
— Kirk Borne (@KirkDBorne) 30 juillet 2025

5/ @scispace Agent is the first #AI built exclusively for the scientific community, unlike general-purpose AI implementations. Its primary characteristics include: ● A research-first AI assistant, specifically tailored to understand, automate, and accelerate tasks

→ View original post on X — @kirkdborne

30 July 2025
AI Co-scientist Accelerates Research Paper Publication Process

By

@kirkdborne

–

30 July 2025 16h06

4/
So many times, I wished for a faster path through all those tasks. I could not wait to get all that done, so that I could finally send my research paper on its way to a publisher. Well, now, the long wait is over – with the aid of @SciSpace
+ Agent, your AI co-scientist.

→ View original post on X — @kirkdborne

30 July 2025
SciSpace Agent: AI Co-scientist Saves 1300 Hours Yearly

By

@kirkdborne

–

30 July 2025 16h02

Trade research drudgery for research breakthroughs — @SciSpace_ Agent gives back an average of 1300 hours a year to researchers.

SciSpace Agent is the first #AI built exclusively for the scientific research community.

Learn more about your new AI co-scientist in this thread. pic.twitter.com/jEwHWx4qFY
— Kirk Borne (@KirkDBorne) 30 juillet 2025

Trade research drudgery for research breakthroughs — @scispace Agent gives back an average of 1300 hours a year to researchers. SciSpace Agent is the first #AI built exclusively for the scientific research community. Learn more about your new AI co-scientist in this thread.

→ View original post on X — @kirkdborne

30 July 2025

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