In-depth guides on Docker, Kubernetes, AWS, CI/CD, AI/ML, and modern infrastructure — written by engineers, for engineers.
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The verbal offer sounded great. The actual offer letter has clauses most candidates skim past — vague variable pay, broad non-competes, notice period asymmetry. Here's what to actually check before signing.
Both detect suspicious behavior inside running containers in real time, but Falco uses kernel module/eBPF rules while Tetragon is built natively on Cilium's eBPF stack. Here's how they actually differ.
Automated evals catch some quality regressions, but real user feedback catches what your test set never anticipated. Here's how to build a feedback loop that actually improves prompts and routing over time.
Backstage gives you full control but demands real engineering investment to operate. Port promises the same developer portal value as a managed, no-code-first product. I tried it on a real service catalog — here's the verdict.
Redis is hitting maxmemory and evicting keys you didn't expect to lose, or refusing writes entirely. Here's how to diagnose which eviction policy is wrong for your use case and fix it properly.
Instead of patching a running server, you replace it entirely with a new one built from a known-good image. Here's what immutable infrastructure actually means, why it matters, and how containers made it the default.
Helm's schema validation catches type errors but misses logical mistakes — a memory limit lower than the request, a missing resource block, an image tag that's 'latest' in production. Build a smarter validator with Claude API.
You resigned, and now your manager comes back with a raise to keep you. Counter offers feel flattering but the decision needs a clearer head than the moment usually allows. Here's the real framework.
Devtron bundles CI/CD, GitOps, security scanning, and cost visibility into one Kubernetes-native dashboard. I set it up on a real cluster to see if the 'all-in-one' pitch holds together or feels like compromise.