Agent memory & persistence
What is Agent memory & persistence?
Researchers are building systems that let AI agents retain and recall information across multiple conversations, so they can remember context about users and tasks over time instead than starting fresh each time.
Persistent memory is essential for AI agents to become genuinely useful assistants rather than stateless tools, and the rapid open-source development suggests this capability is becoming a competitive baseline that will shape which agents people actually adopt.
References
- Your AI Agent Remembers Everything. An Attacker Only Needs It to Remember One Thing. — Medium: AI Agents
- If You Build an Agent Platform, Memory Should Probably Be Part of Your Product Strategy. — Medium: AI Agents
- DolphinBench: Mapping the Pareto Frontier of Agent Memory — ArXiv
- Show HN: Lossless-memory – a personal AI memory that never summarizes — Hacker News
- Cognitive Extensions for Dual-Process Language Agents: Memory and Self-Reflection in Interactive Environments — ArXiv
- Long-Lived Characters, Local Inference: Incremental Memory Maintenance for Game NPCs — ArXiv
- The Seven-Layer Memory Graph for Coding Agents: How Claude Code, Graphify, Obsidian and Karpathy's… — Medium: AI Agents
- Your AI agent forgets everything. Here's a memory you can actually read. — Medium: AI Agents