In July 2026, MemMachine focused on stabilizing and future-proofing OpenClaw memory data handling to improve reliability and SDK compatibility. Key work included updating the OpenClaw plugin to use supported SDK imports, fixing episodic memory list handling, and strengthening memory data processing. A comprehensive test suite was added to validate memory listing, retrieval, and search contracts, ensuring regression safety and maintainability. Stability improvements were implemented by masking unsupported SDK imports and dropping episodic list results to align with current SDK contracts, reducing runtime risks and data inconsistencies. These efforts lay the groundwork for more reliable memory analytics and smoother platform upgrades.