3 papers
cs.CL2026
PersonalAI 2.0: Enhancing knowledge graph traversal/retrieval with planning mechanism for Personalized LLM Agents
Mikhail Menschikov, Matvey Iskornev, Alexander Kharitonov +8
We introduce PersonalAI 2.0 (PAI-2), a novel framework, designed to enhance large language model (LLM) based systems through integration of external knowledge graphs (KG). The prop…
cs.CL2026
PersonalAI: A Systematic Comparison of Knowledge Graph Storage and Retrieval Approaches for Personalized LLM agents
Mikhail Menschikov, Dmitry Evseev, Victoria Dochkina +5
Personalizing language models by effectively incorporating user interaction history remains a central challenge in the development of adaptive AI systems. While large language mode…
cs.AI2026
Drop the Hierarchy and Roles: How Self-Organizing LLM Agents Outperform Designed Structures
Victoria Dochkina
How much autonomy can multi-agent LLM systems sustain -- and what enables it? We present a 25,000-task computational experiment spanning 8 models, 4--256 agents, and 8 coordination…