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203 posts30 Days as the Only Human in an AI Dev Team: 212 PRs, Broken CI
A 30-day AI-agent coding experiment shows how self-reported 'green' CI and unreviewed PRs let critical failures hide in plain sight.
Platform Teams Must Now Serve Environments at Agent Speed
Coding agents are turning environment requests into traffic. See why platform teams must shift from provisioning workflows to real serving systems.
Beyond Logs: Why Metrics, Traces, and Cardinality Matter Most
A practical breakdown of metrics vs traces vs logs in observability, cardinality pitfalls, and why logs-to-metrics pipelines are an anti-pattern.
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.comNew 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.
Fixing AKS MemoryPressure Eviction and Azure Disk CSI Deadlock
How AKS MemoryPressure evictions cause Azure Disk CSI VolumeAttachment deadlocks, plus root-cause fixes: QoS, KubeletConfig, PDBs, and CI/CD guardrails.
Evaluating Agentic Autofix: Canary Gates and Failure Taxonomies
GitHub's July 2026 agentic autofix preview prompts a proposed framework for evaluating AI security patches via canary testing and failure classes.
Loop Engineering: Fixing a Guardrail That Fired Wrong
How to fix a misfiring guardrail check in an agent loop without deleting it—why weakening checks silently disables real catches.
4 self-hosting failures that quietly report success
Four silent self-hosting failures — 200 OK pages, false healthchecks, empty backups, vanished WoL packets — and how to actually catch them.
Building Real Human-in-the-Loop Controls for AI Coding Agents
Approval prompts often fail to stop risky AI coding agent actions. Learn a risk-graded approach that prevents, not just reviews, the dangerous ones.
June 2026 AI Agent Postmortems: Five Production Bugs, No Magic
A June 2026 postmortem digest from an AI agent orchestrator: race conditions, encoding bugs, config propagation, and OAuth failures in production.