How to evaluate LLMs before production: GitHub secret scanning lessons
Start with the product decision and guardrails, then the model—offline eval as integration tests plus error analysis.
Stuzhuk Lab — Chemistry of Code
Chemistry of Code
← All posts
Tag
devops
All blog posts with this tag.
Self-hosted LLM for 25 developers: prefix cache beats raw model choice
vLLM on Blackwell: 96.9% prefix cache hit rate, 452:1 input/output, and why teams keep inference in-perimeter for control—not token savings.
AI video in a content pipeline: edit the frame, don’t invent the clip
Runway Aleph in production: shot manifests, one op per pass, preserve clauses, human QC, and prompt caching.
AI agents need a platform, not just faster typing
Why coding assistants don't shorten monolith release cycles without trackers, runtimes, data access, and MCP—SimpleOne's low-code cases.
Code review in the AI era: what a human must check after an agent diff
Agent PRs outpace review capacity: review debt, what AI can catch vs what humans must own, a post-diff checklist, human gates, and a team playbook for light vs deep review in 2026.
Air-gapped MLOps on Kubernetes: MLflow, DVC, and OpenBao
A DevOps-oriented blueprint for training and serving models behind the perimeter—GitOps, secrets, and GPU outside the cluster.
A self-updating open-data site with GitHub Actions, Pages, and data branches
Village Finder uses GitHub Pages, Actions, releases, and isolated branches to publish changing open data without an application server.
Why Go became one of the most popular server-side languages
History of Go, simplicity philosophy, goroutines, cloud-native ecosystem, and comparison with Java, Node.js, Python, and Rust for backend engineers.
How the Modern Web Works: From Browser to Database
The full HTTP request journey — DNS, TLS, CDN, load balancer, Nginx, backend, Redis, queues, PostgreSQL, and back to the browser. A practical guide for developers and architects.
Snyk vs Checkov 2.3 for Terraform 1.9: what the benchmark shows
Across 127 modules Checkov reported ~20% more misconfigurations and scanned faster—yet Snyk wins on PR integration simplicity.
Next.js deploys without 502: PM2 reload vs Kubernetes
Zero-downtime on a VPS: cluster mode, reload not restart, and why you should not delete .next mid-deploy.