docs: full README rewrite — measured ML champions + honest metrics + production stack - #14
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…oduction stack Replaces the legacy feature-list README with a results-driven one reflecting the 7-day upgrade sprint: - The "what was AI vs what is now ML" audit table (keyword/template were not models) - Measured metrics with source files: sentiment NLI macro-F1 0.701 vs VADER 0.466; complaint TF-IDF+LGBM 0.8525 vs keyword 0.8335 (with honest per-class win/loss split); RAG context-recall +0.105 + <10ms warm cache; frontier comparison (specialized beats zero-shot on complaints/subset-accuracy) - Signature-preservation story (Flask call-sites unchanged), 88-test suite, Docker/FastAPI/Redis stack
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What this is
A fully new README reflecting the 7-day upgrade sprint, replacing the legacy feature-list version.
Highlights
Scope
Docs only —
Readme.mdrewrite (+144 / −317). No code touched. All numbers cite committed files underresults/anddocs/MODEL_CARD.md.