{"type": "article", "title": "Neuro-Symbolic Conversational Vehicle Advisor: Deterministic Constraint Solving, State Integrity, and Multi-Stage Recommendation", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/neuro-symbolic-conversational-vehicle-advisor-deterministic-constraint-solving", "original_source": "https://dev.to/christok/neuro-symbolic-conversational-vehicle-advisor-deterministic-constraint-solving-state-integrity-293a", "published": "2026-09-24T19:14:29+00:00", "accessed": "2026-09-24", "id": "neuro-symbolic-conversational-vehicle-advisor-deterministic-constraint-solving"}