Closed-loop account-intelligence system: harvest -> relevance filter vs. Capability Library -> synthesize -> score -> deliver -> feedback. - 40-capability Broadcom + VMware library - Live Exa.ai news connector with hard free-plan request ceilings - Provider-agnostic LLM layer (Gemini/Anthropic) with offline mock fallback - LLM confidence wired into composite scoring + low-confidence floor - 7-account pilot list Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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