docs: rewrite README and align cost figures with Langfuse trace#55
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Restructure README for production posture, architecture, and threat model. Update per-query cost to measured ~-zsh.06/call and ~-zsh.12 with one retry; embed docs/cost.png and sync docs/cost.md with the production trace.
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