04:00
2026-09-03
machinebrief.com
artificial-intelligence
Diagnosing with Insights: Structured Analysis of Agent Failures via Behavioral Abstractions
Researchers introduced AGENTSCOPE, a neuro-symbolic approach that abstracts LLM agent trajectories into structured representations and uses neural invariants with LLM-guided reasoning to pinpoint fail…