6+ day, 5+ hour ago   (789+ words) One is easy to write and easy to read back as a sentence. The other is easy to filter, aggregate, and validate, but someone had to decide the fields ahead of time. Structured vs unstructured AI memory isn't a preference;…...

1+ week, 3+ day ago   (1389+ words) Here's the one-line version, before the definitions get wordy: a stateless agent only ever knows what's in the current request. A stateful agent knows that, plus everything worth keeping from every request before it. Stateless vs stateful agents isn't a…...

1+ week, 3+ day ago   (902+ words) Say a guess an agent made at session three based on a thin signal sits right next to a fact the user confirmed five separate times. Now, if both get retrieved, then both will be treated the same way, and…...

1+ week, 5+ day ago   (916+ words) If you try to add governance after the fact, whether read or written, then no boundaries would make sense, simply because the things governance needs (who this memory belongs to, why it was allowed to be stored, a record of…...

2+ week, 4+ day ago   (1268+ words) Our agents are built to run long conversations, but they are not built to remember each and everything we tell them. In the complete lifecycle of a conversation, an agent gets a stream of tool calls, failures, corrections, inputs from…...

2+ week, 5+ day ago   (1215+ words) Have you ever set up a convention for your agent, say, how your team adds a new API endpoint, and wished it would just remember that the next time a teammate asks for something similar? If yes, procedural memory is…...

2+ week, 6+ day ago   (1799+ words) Say your friend likes a dark development environment and has it set on their laptop. One day you urgently log into your own mail on their laptop, and because your eyesight is weak, you switch to a light background. Ideally…...

3+ week, 10+ hour ago   (1758+ words) You ship an AI assistant, users love it, and then legal asks where the conversation data lives. Nobody has a great answer when the memory layer runs on someone else's servers, priced at whatever the provider decides next quarter. Self-hosting…...

1+ mon, 2+ week ago   (1655+ words) AI coding harnesses have shifted from autocomplete tools to persistent collaborators. Claude Code, Cursor, Devin, and Antigravity each wrap an LLM in a workflow engine that tracks files, commands, and execution history. The bottleneck is no longer model capacity but…...

2+ mon, 2+ week ago   (267+ words) So every interaction is personal, context-aware, and efficient. A world where every AI agent remembers the people it serves, and memory is standard infrastructure rather than a research project. Mem0 is building the default memory layer for AI agents, making persistent…...