Shree AI OS is an open-source deterministic AI runtime for Java 21 designed for intelligent backend applications. Instead of wrapping LLMs behind chatbot abstractions, it provides reusable infrastructure including hybrid RAG, episodic & semantic memory, planning, reasoning, explainable orchestration, and a native Java SDK that integrates with Spring Boot. Built for developers who want production-oriented AI architecture inside the JVM ecosystem.