No, no they don't. Actual learning survives beyond "sufficient context window".
Start a new chat, and the "agentic" system will be as clueless as before
They can write to the filesystem, and future instances can read it (and write more). The agentic system does not remain as clueless as its LLM's first instantiation.
They can write to the filesystem, and future instances can read it (and write more). The agentic system does not remain as clueless as its LLM's first instantiation.