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A constraint-aware conversational search agent for TechJam 2026 Problem Statement 4. The agent turns vague or changing shopping requests into ranked products from a frozen 50,000-item Amazon catalog.
0.6075 vs the official 0.6016 baseline on KuaiRand-Pure — ~7× seed noise, CPU-only, inside one 300s budget — produced autonomously: 5 iterations to convergence, 0 manual interventions.
GuideMeSG empowers independent travel for people with intellectual disabilities using AR navigation and real-time caregiver monitoring.