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

Tiny Agents in Python: a MCP-powered agent in ~70 lines of code

Introducing smolagents: simple agents that write actions in code.

Computer-Using Agent

Upgrading agentic coding capabilities with the new Devstral models

New tools for building agents

Using Local Coding Agents

Using Open-Weight Models in Local Coding Harnesses as an Alternative to Claude Code and Codex Subscriptions

Agentic Hardware Design as Repository-Level Code Evolution

arXiv:2606. 28279v1 Announce Type: cross Abstract: We present HORIZON, a self-evolving agent framework that treats hardware design as repository-level code evolution.

Introducing AgentKit, new Evals, and RFT for agents

Today, we’re releasing new tools to help developers go from prototype to production faster: AgentKit, expanded evals capabilities, and reinforcement fine-tuning for agents.

MASLab: A Unified and Comprehensive Codebase for LLM-based Multi-Agent Systems

arXiv:2505. 16988v2 Announce Type: replace-cross Abstract: LLM-based multi-agent systems (MAS) have demonstrated significant potential in enhancing single LLMs to address complex and diverse tasks in practical applications.

TRIM: Reducing AI-Generated CodeSlop via Agent Trajectory Minimization

arXiv:2607. 18161v1 Announce Type: cross Abstract: Coding agents are increasingly used to accelerate code generation in many downstream tasks, such as fixing bugs, building applications, and prototyping.

Agent-Orchestration in Autonomous Chip Design

arXiv:2608. 14035v1 Announce Type: new Abstract: Recent developments in large language models (LLMs) and tool-using agents encourage people to explore the potential of using agents in chip design.

SW-$A^2$-Bench: Benchmarking Autonomous Software Agent Generation for Agentic Web

arXiv:2604. 04226v2 Announce Type: replace-cross Abstract: The Agentic Web is emerging as a paradigm in which autonomous software agents interact with online resources and with each other to accomplish user goals.