AI agents are stateless by default. Every time you invoke an LLM, it has no recollection of what it did five minutes ago unless you explicitly provide that context. This is fine for single-turn interactions, but it falls apart the moment you need agents that learn from past tasks, coordinate with other agents, or accumulate knowledge over time....