Patient Bytes: A Reliability-Budgeted Scheduler for Agentic LLM Workflows
Hannah B. Pasandi, Negar Arabzadeh, Melissa Z. Pan et al.
· 0 citations
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Diagnosing with Insights: Structured Analysis of Agent Failures via Behavioral Abstractions
This work shows that integrating structured abstractions with LLM-guided reasoning enables effective, reliable, and interpretable diagnosis for agent failures, and introduces the concept of neural invariants to specify agent behavior properties.
Jia-Yi Bi, Yanjie Gao, Yuan-Min Xie et al.
· 0 citations
Preprint
Aug 2026
Agent Skills Can Be Harmful: An Empirical Study of Skill-Induced Failures in LLM Agents
A differential analysis framework that attributes a failure or regression to a skill by comparing a target skill-guided run against a no-skill or semantically matched skill reference run that solves the same task, or solves it more cheaply.
Gen Dong, Yanjie Gao, Li-Qun Li et al.
· 8 citations
· ⚡1
Jul 2026
Towards a Systems Foundation for Agentic Cloud Management
This paper discusses how CloudWeaver scopes the context of individual agent sessions with local views of cloud resources and coordinates concurrent management operations on shared cloud resources, and offers strong safety guarantees and attributable feedback in the presence of conflicting intents, while preserving conc...
Minghao Li, Ziqian Liu, Ziyu Mao et al.
· arXiv.org · 0 citations