Middleware platform that transforms human expertise and IP into scalable digital twin agents for education, corporate training, and specialized professional domains. Patent-pending Neural Engine captures tacit knowledge to deliver 24/7 personalized learning and support via LLM-powered agents with SSO, APIs, open SDK, and no proprietary data leaks.