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sre
8 postsOpen-Source AI Incident Commander Hits 88% on 15 Real Outages
An open-source AI incident commander CLI passed 88% of checks across 15 real outages, running locally at near-zero cost with human approval gates.
How AI Pinpointed the Root Cause of a Multi-Region K8s Outage
How Trendyol used an LLM to trace a multi-region Kubernetes outage to a systemd upgrade bug in under an hour, sifting 200MB of logs.
New Framework Lets Services Diagnose Their Own Failures at Runtime
Cognitive Autonomic Framework carries build-time architecture knowledge into runtime, letting services self-diagnose failures without costly LLM log parsing.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comHow 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%.
How Airbnb Broke Circular Dependencies in Its Observability Stack
Airbnb engineers explain how they eliminated circular dependencies in their metrics pipeline using dedicated Kubernetes clusters and a custom Envoy-based networking layer.
Policy Versus Physics: Docker Sandboxing for My AI SRE Agent
Exploring Docker sandboxing for enhanced security in AI SRE agents.
AI in SRE: A Practical Autonomy Model for Self-Healing Infrastructure
An exploration of AI's role in SRE and the importance of self-healing infrastructure.
What if the safest Kubernetes fix is no fix at all?
A new benchmark for K8sGPT-backed Kubernetes workflows focuses on safety and uncertainty in incident response.