paper

Yohei Nakajima, creator of babyagi, published his first academic paper on arXiv titled 'The Log is the Agent: Event-Sourced Reactive Graphs for Auditable, Forkable Agentic Systems', proposing agents that coordinate through persistent replayable state.

PEEK introduces a context map as an orientation cache for LLM agents, enabling them to maintain persistent knowledge about external environments like code repositories. The system achieves 6.3-34.0% quality improvements at lower cost compared to baselines like RAG and ACE.

This paper discusses and compares agentic search with vector search approaches.

BOOKMARKS is a search-based memory framework for role-playing agents that actively maintains task-relevant story details through structured bookmarks, outperforming existing recurrent summarization methods.