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How We Built an AI That Never Forgets Production Incidents
5+ hour, 48+ min ago (524+ words) We Built an AI That Can Diagnose Production Incidents in Seconds Every software engineer has experienced this moment. Pager Duty wakes up the on-call engineer. CPU usage has spiked. Services are returning 503. Users can't log in. The dashboards are filled…...
Your Guardrails Are a Firewall. Your Failures Are a Cascade
6+ hour, 31+ min ago (453+ words) Ask a team how they handle AI safety in production and you'll get the same answer almost every time: an input classifier, an output classifier, maybe a moderation API bolted on the side. This is the content-moderation mental model" filter…...
Microsoft's Agentic Cloud Observability Playbook
17+ hour, 58+ min ago (639+ words) This article unpacks market drivers, Build announcements, architecture, and pragmatic playbooks. Moreover, we outline lingering adoption barriers and offer strategic guidance for enterprise monitoring teams. Each section keeps sentences tight for rapid scanning. Market estimates place the observability segment between…...
The Invisible Disaster (Part 2)
7+ hour, 27+ min ago (32+ words) When Software Teams Start Calling Bugs "Normal" "The most dangerous bugs are rarely the ones hiding in your code. They're the ones hiding in your engineering "...
Failure Modes in Agentic Delivery and How We Designed Around Them
8+ hour, 27+ min ago (543+ words) Agentic delivery becomes more useful the moment a team stops asking whether the tool is impressive and starts naming how the system fails. Continue reading on Medium " Failure Modes in Agentic Delivery and How We Designed Around Them Agentic delivery…...
Your uptime monitor is lying to you: why single-vantage-point monitoring can't see network reality
14+ hour, 13+ min ago (438+ words) Most uptime tools answer the same question. They tell you "is service X up?" from one vantage point " the monitoring server. But in a hybrid cloud, "up" is not a property of a service. It's a property of a path....
Dev Ops Observability Strategy for Reliable Software
1+ day, 12+ hour ago (485+ words) A practical observability guide for product teams covering logs, metrics, traces, alert quality, service ownership, incident review, and customer impact. The worst time to design observability is during an outage. By then, teams are searching through inconsistent logs, guessing which…...
The 9 Best AI Agent Observability Tools in 2026
1+ day, 16+ hour ago (1657+ words) Agent observability has split into three layers teams routinely confuse: tracing, evals, and behavioral observability. Here are the nine tools we see most in production stacks, what each is actually for, and where each one stops. Written by the team…...
AI Agent Observability Runs on Conversation IDs | Focused Labs
1+ day, 7+ hour ago (938+ words) Agent observability gets useful when one conversation ID follows the agent through model calls, tools, APIs, queues, databases, and eval loops. Tagged with observability, ai, programming....
Something I wish someone had told me five years earlier:
1+ day, 13+ hour ago (194+ words) Distributed tracing: the gap between having it and using it in incidents Most orgs instrument distributed traces correctly and then debug incidents with grep. The investment in tracing pays off only when your debugging workflow changes " when you start from…...