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185 postsBeyond 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.
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.
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.
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.comEvaluating 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.
AI Agents: Local Deployment, Label Workflows, Cloudflare Access
From Docker-based local AI agent systems to label-driven workflow orchestration and Cloudflare's temporary accounts, new patterns emerging in agent deployment.
Databricks on AWS Terraform Layout: Terragrunt, YAML, Atlantis
How a multi-workspace Databricks on AWS platform structures Terraform using Terragrunt modules, YAML-driven config, and Atlantis GitOps for safe applies.