WeChat AI team open-sourced WeKnora 0.8.0, a knowledge management framework designed to enable execution rather than just retrieval. It features anydoc parsing for structured data extraction and GraphRAG for reliable relationship mapping. The key innovation is Skill Sandbox Runtime, which encapsulates knowledge into executable skills within secure environments like Docker, allowing models to run verifiable tasks. Combined with long-term memory and a modular MIT-licensed architecture, WeKnora supports end-to-end workflows from parsing to execution for both individual and enterprise use cases.