- AI · arxiv/cs.AI · 8 min
Safe Bilevel Delegation: Runtime Safety Control for Multi-Agent LLM Systems
A formal framework that dynamically adjusts safety-efficiency trade-offs when delegating tasks to specialized AI sub-agents during execution.
May 2, 2026 Read → → - AI · arxiv/cs.AI · 5 min
Self-Evolving Skills Let Language Models Learn From Long Context
Ctx2Skill uses multi-agent loops to automatically extract and refine skills from dense context without human annotation or external feedback.
May 1, 2026 Read → → - AI · arxiv/cs.AI · 3 min
Multi-agent framework automates recommendation system tuning
AgenticRecTune uses specialized LLM agents to optimize configuration across pre-ranking, ranking, and re-ranking pipelines without manual tuning.
May 1, 2026 Read → → - AI · arxiv/cs.LG · 8 min
Agentic AI Security Requires Layered Defense, Not Just Prompt Guards
A new framework maps AI agent vulnerabilities across seven architectural layers and four time horizons, revealing that 93% of research ignores the slowest, most dangerous threats.
April 28, 2026 Read → →