KWeaver Core is a harness-first foundation for enterprise decision agents that converts fragmented data, knowledge, tools, and policies into governed context and verifiable execution. It provides semantic modeling, real-time access, and runtime control capabilities, along with TraceAI for observability and feedback. The project includes SDKs and CLI tools for developing, deploying, and orchestrating AI agents in complex enterprise environments.