• Where to Draw the Boundary for Hosted Agents

  Why Anthropic Managed Agents and OpenHands V1 draw the harness/sandbox boundary differently, and why reliability comes from the contracts around that boundary rather than topology alone.

  17 min read   ·   June 18, 2026

  2026   ·   system  

• Introducing OpenDevin CodeAct 1.0, a new State-of-the-art in Coding Agents

  By Xingyao Wang, Bowen Li, and Graham Neubig.

  6 min read   ·   May 07, 2024

  2024   ·   agents  

• How should LLM agents best interact with our world?

  Blog for paper "Executable Code Actions Elicit Better LLM Agents"

  5 min read   ·   February 06, 2024

  2024   ·   agents  

• A new benchmark tailored for LLMs' multi-turn interactions

  Blog for ICLR 2024 paper "MINT: Evaluating LLMs in Multi-turn Interaction with Tools and Language Feedback"

  6 min read   ·   September 23, 2023

  2023   ·   benchmark