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Friday, 25 April 2025

PipelineRL

Hugging Face 1 year ago 11

ServiceNow Research open-sourced PipelineRL, a reinforcement learning system for large language models that updates model weights during inference without stopping the process, solving the traditional trade-off between inference speed and on-policy data collection. The system matched or exceeded Open-Reasoner's performance on AIME 2024 and MATH 500 benchmarks while using a simpler algorithm, training a 7B model in 3.5 days on 2 nodes and a 32B model in 6 days on 4 nodes. The modular architecture allows researchers to swap different inference and training software components as they improve.

Providers of General-Purpose AI Models — What We Know About Who Will Qualify

AI Act 1 year ago 3

The European Commission's AI Office published preliminary guidelines on April 22, 2025, clarifying which entities qualify as providers of general-purpose AI models under the EU AI Act and what obligations apply to them. The guidelines establish a computational threshold of 10^22 floating-point operations for presuming a text or image-generating model is a general-purpose AI model, with higher thresholds for models with systemic risk. Entities must now determine whether they fall under GPAI provider obligations, which include model documentation and copyright policies, or instead face downstream provider requirements under different AI Act articles.

Tiny Agents: an MCP-powered agent in 50 lines of code

Hugging Face 1 year ago 32

A developer implemented a functioning AI agent in approximately 50 lines of TypeScript that uses Model Context Protocol (MCP) to connect language models with external tools. The agent relies on Qwen/Qwen2.5-72B-Instruct running on Nebius by default and can execute tasks like writing files and browsing the web by connecting to multiple local MCP servers. The implementation demonstrates that agents require only a while loop, an LLM inference client, tool definitions, and basic control flow—significantly simplifying how developers can build agentic systems.

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