MUDRAIS eliminates static onboarding forms through two agentic abstraction layers: Weaver (conversational AI agent) and Voice (real-time multimodal transcription via Speechmatics). Both feed a model-agnostic semantic matchmaking engine — routing through OpenRouter, indexing into Qdrant, and deployed on Vultr's high-performance infrastructure. The biggest friction point in any community or B2B platform is the initial data collection step. Static forms and rigid modals destroy user retention. The data they produce is shallow — it reflects what users *think* they want, not the underlying narrative and psychological signals that actually drive compatibility. MUDRAIS solves this at the architecture level.
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