https://read.jampuk.com/ Jampuk Read - field notes on secure, compliant, production-grade AI systems, LLM orchestration, and agentic pipelines. Principal-led, async-first. en-US Sun, 18 Oct 2026 00:00:00 GMT https://read.jampuk.com/ec2-to-onprem-vmware-migration/ https://read.jampuk.com/ec2-to-onprem-vmware-migration/ Sun, 18 Oct 2026 00:00:00 GMT A lift-and-shift in five moves: pinning an EOL Ruby/Passenger stack into containers, proving the old port was plain HTTP, and migrating MySQL with a ledger you can re-run. field-notes devops migration https://read.jampuk.com/how-this-notebook-ships/ https://read.jampuk.com/how-this-notebook-ships/ Fri, 16 Oct 2026 00:00:00 GMT A build log of the notebook itself: Markdown in a GitHub repo, Sveltia CMS committing straight to main, a Pagefind index compiled into the static build, and Cloudflare Pages turning every push into read.jampuk.com. field-notes gitops cloudflare pagefind cms https://read.jampuk.com/the-velocity-fallacy-ai-written-code/ https://read.jampuk.com/the-velocity-fallacy-ai-written-code/ Mon, 05 Oct 2026 00:00:00 GMT Six years of repository analytics, a matched control study, and a benchmark against senior engineers all point the same way: AI assistants raise authoring speed, then leave duplication, churn, and complexity behind. Here is the evidence, and the remediation path. field-notes ai-engineering code-quality technical-debt https://read.jampuk.com/hello-from-jampuk-read/ https://read.jampuk.com/hello-from-jampuk-read/ Thu, 01 Oct 2026 00:00:00 GMT Why this notebook exists - short principal-written notes on shipping secure, compliant AI systems. meta field-notes