LLMs Are Stateless. Here Is What That Actually Means for Agent Memory. There is a sentence...
LLMs Are Stateless. Here Is What That Actually Means for Agent Memory.
There is a sentence that most AI agent tutorials skip over, and it explains
why building reliable long-running agents is so hard:
Between API calls, the model knows nothing.
Every "memory feature" you have ever seen — ChatGPT's memory, Claude's Projects,
Every session, the LLM starts fresh. The user re-explains their role, their constraints, their...
LLMs are stateless. Every API call to a raw model is a blank slate. The model has no idea what was...
Note: This article is not an original research contribution. It is a high-level summary and personal...
Large language models (LLMs), the computational algorithms underpinning ChatGPT, Gemini and other artificial intelligence…
These third-party projects greatly expand the ways agents and LLMs can draw on facts, documents, and conversations to deliver…
Author(s): Michael Neuberger Originally published on Towards AI. Constant-Cost Persistent Semantic State Memory Engine for LLM…
