https://heyedwin.io/blog Notes from building Edwin, a memory layer for your AI tools, by Alexander Snyder, inventor of Edwin. en-us Mon, 05 Oct 2026 14:00:00 GMT https://heyedwin.io/blog/five-ways-ai-memory-fails https://heyedwin.io/blog/five-ways-ai-memory-fails Mon, 05 Oct 2026 14:00:00 GMT Research AI memory goes wrong in five predictable ways, from trusting a confident guess to losing track of what changed. Here is each one, why it costs you, and how Edwin is built around it.