05:00
2026-07-04
dev.to
ai-agents
Six Bugs Only a Live Model Could Teach Us
AgentOps Debugger, an agentic application for investigating environmental-compliance history in Peru, revealed six critical bugs only exposed by live model output, not offline tests. The system, desig…