horizon

Long horizon language model agents continuously accumulate interaction history, increasing computational cost while making relevant information harder to preserve and reuse. Existing context management methods mainly…

Agents often work on complex problems that require millions of tokens of context, which necessitates compacting across sessions due to limited context windows. We develop CliffCompaction, an autocompaction technique…

At Meta Connect, we introduced Horizon Create and Horizon Studio. Sign up for early access to build 2D and 3D games from your phone or browser.

How much of SWE-bench Pro can 64 DeepSeek agents solve in a day?

Agents often work on complex problems that require millions of tokens of context, which necessitates compacting across sessions due to limited context windows. We develop CliffCompaction, an autocompaction technique…

Efficient cloud environments for long-horizon agents

LLM agents are increasingly deployed in collaborative settings, yet long-term interaction may give rise to undesirable coordination. We study the emergence of collusion in a long-horizon multi-agent environment: two…

Ruiyang Wang and colleagues present GAVEL, which verifies and repairs long-horizon LLM robot plans against an explicit graph world model holding object relation

Meta has a new plan to get people to make games for its Horizon social platform. The company today announced two new development tools that will let you create games with AI prompts: Horizon Create, a mobile app, and Horizon Studio, a browser app that offers more granular controls. The apps will be available in early access, and interested users can sign up for a waitlist . Horizon has struggled as a platform, but Meta has a plan to give these new Horizon games significantly more reach: It's going to let published games made with Horizon Create and Horizon Studio get recommended on Facebook and Instagram, where they also will be playable. … Read the full story at The Verge.