agent/papers/items/2026-2605-13481-personalai-2-0-enhancing-knowledge-graph-traversal-retrieval-with-planning-mecha.md

Paper: PersonalAI 2.0: Enhancing knowledge graph traversal/retrieval with planning mechanism for Personalized LLM Agents

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type: paper title: "PersonalAI 2.0: Enhancing knowledge graph traversal/retrieval with planning mechanism for Personalized LLM Agents" authors: Mikhail Menschikov, Matvey Iskornev, Alexander Kharitonov, Alina Bogdanova, Mikhail Belkin, Ekaterina Lisitsyna, Artyom Sosedka, Victoria Dochkina, et al. year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.13481 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-13 updated_at: 2026-05-13 status: queued relevance: high topics:

• agent-evaluation
• computer-use
• planning
• rag
• reasoning methods:

benchmarks:

models:

datasets:

• cs.CL related_concepts:

related_jobs:

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related_projects:

collection_score: 17 collection_queries: planning-agent

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: planning-agent
• inferred topics: agent-evaluation, computer-use, planning, rag, reasoning
• arXiv categories: cs.CL
• collection score: 17

Review Checklist

• Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
• Does it include a benchmark, dataset, code, or reproducible experimental setup?
• Should it be promoted from queued to skimmed or summarized?

Links

• arXiv: https://arxiv.org/abs/2605.13481