Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
AgentTrace: Causal Graph Tracing for Root Cause Analysis in Deployed Multi-Agent Systems
Zhaohui Geoffrey Wang
As multi-agent AI systems are increasingly deployed in real-world settings - from automated customer support to DevOps remediation - failures become harder to diagnose due to casca…
cs.LG2026
Universe Routing: Why Self-Evolving Agents Need Epistemic Control
Zhaohui Geoffrey Wang
A critical failure mode of current lifelong agents is not lack of knowledge, but the inability to decide how to reason. When an agent encounters "Is this coin fair?" it must recogn…