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Shipping an AI feature into my own product · Part 3
I added job-description matching to the AI concierge on my career site. It shipped with no new bean, no new table, and no migration — because the leverage was in a seam I'd already built. A design note on shared streaming cores, streamable structured output, and treating a pasted JD as hostile.
Security and privacy, in practice
The cheapest security win on a single-container stack lives at the reverse proxy. Here's the four-header Traefik middleware I shipped, the two things I deliberately held back, and the report-only CSP rollout I'm lining up next.
Shipping an AI feature into my own product · Part 2
My site has an 'Ask Zakaria' AI box that answers untrusted recruiter input. So I spent an afternoon trying to break it — prompt leaks, tool-call injection, XSS, a cross-language jailbreak. Here's what held, and why the real defense isn't a clever prompt.
Security and privacy, in practice
Five ways to hand a secret to a Docker container, ranked by who can read it back out. The source is just plumbing - environment variable vs file is what actually decides your exposure.