» Tag
incident-response
3 posts6–Jul 12, 2026
How to Build Incident AI That Engineers Actually Trust
An incident-detection AI lost engineer trust by reasoning before context. Adding deploy tracking and a context graph raised hypothesis accuracy from 35% to 70%.
aiincident-responseobservabilitysreSlack Speeds Up Security Investigations with a Multi-Agent Architecture
Slack's security engineering team explains how it evolved a simple prompt prototype into a structured multi-agent system with Director, Expert, and Critic roles.
ai-agentssecurityllmincident-responseHow GitHub's forgotten security rules ended up blocking real users
GitHub reveals how temporary incident-response rules left in place kept quietly blocking legitimate users, highlighting the need for lifecycle management and observability in defense systems.
githubsecurityrate-limitingobservability