Knowledge Plane BlogInsights on AI memory, team collaboration, MCP, and the future of engineering knowledge management.https://knowledgeplane.io/en-usThe 3 layers of AI memory (and why most tools still stop at layer 2)https://knowledgeplane.io/blog/three-types-of-ai-memory/https://knowledgeplane.io/blog/three-types-of-ai-memory/Local memory, product memory, shared memory: a framework for understanding what your AI tools remember, what they forget, and what's missing.Fri, 20 Feb 2026 00:00:00 GMTai-memoryarchitectureraggraph-memoryVitaliy FilipovAI tools don't have a hallucination problem. They have an amnesia problem.https://knowledgeplane.io/blog/why-ai-teams-need-shared-memory/https://knowledgeplane.io/blog/why-ai-teams-need-shared-memory/Every AI session starts from zero. Engineering teams lose 15-30 minutes per session re-explaining context. Here's why 'the forgetting tax' is the real bottleneck, and what to do about it.Wed, 18 Feb 2026 00:00:00 GMTai-memoryteam-collaborationproductivitydeveloper-experienceVitaliy Filipov5 MCP servers every engineering team should run in 2026https://knowledgeplane.io/blog/mcp-servers-for-engineering-teams/https://knowledgeplane.io/blog/mcp-servers-for-engineering-teams/Model Context Protocol is how AI tools connect to your stack. Here are the 5 servers that turn Claude, Cursor, and your agents from smart-but-clueless into context-aware teammates.Thu, 12 Feb 2026 00:00:00 GMTmcpai-toolsdeveloper-experiencearchitectureVitaliy Filipov