Saman Chopra@commonsam

Valen-timer is a fast-paced web game where players pick AI digital twins, get matched by preferences, and plan date routes—scoring on simulated success Social Twin Trainer: Train AI twins for virtual speed-dating by planning convo flows and venues; matches happen via preference graphs, success via engagement sims—all as agentic decision pipelines for scalable social robotics training. Core Architecture Vultr VM as central backend (required): FastAPI/Node for AI logic, sim state, user sessions; React frontend for twin picker/planner UI (public demo URL). Digital twins as AI agents (no physical robots); "sim" via graph-based convo/venue env or Canvas viz.

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