@ahmetcantryk
7 min read
Kubernetes Autoscaling: HPA, VPA, and CA
How to combine HPA, VPA, and Cluster Autoscaler without them fighting each other, why same-metric setups spiral, and what it costs to get wrong.
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How to combine HPA, VPA, and Cluster Autoscaler without them fighting each other, why same-metric setups spiral, and what it costs to get wrong.
Anthropic moved Claude Cowork to web and mobile on July 7, 2026. Sessions now run in the cloud, and usage data shows most work is not coding.
When does a second AI agent actually help? A breakdown of supervisor, hand-off, and parallel fan-out patterns, their failure modes, and their real token cost.
OpenClaw became GitHub's most-starred repo in ~60 days. Here's what the self-hosted AI agent actually does, how the multi-channel setup works, and why it scares security folks.
As of July 2026, Claude Code subagents run in the background by default and background agents open draft PRs on their own. Here is the hands-on workflow.
Next.js 16.3, Zed 1.9, and an open-source Warp all shipped agent-first features within weeks. Here's what agent-first dev tools mean for how you actually work.
Build a CI/CD pipeline from scratch in 2026: stages, a working GitHub Actions config on Node 24, testing gates, deployment, and the failures to avoid.