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A terminal-first playbook to keep AI-powered sites snappy: install a lean Linux toolkit (ab, Siege, curl+jq, Redis, NGINX, Chromium/Lighthouse), baseline pages and AI APIs, capture p50/p95 and cold vs warm with curl, add a Redis prompt cache, stream/compress via NGINX, and enforce Core Web Vitals in CI—so TTFB/LCP drop, perceived speed improves, and regressions are caught with repeatable Bash scripts.