Agents need episodic, semantic, and procedural memory to survive between sessions.

Enforcing agent boundaries in code prevents failures that prompts can't fix.

ReAct handles surprises better, but Plan-and-Execute cuts costs if you can plan upfront.

Live web retrieval lets AI systems answer with current information instead of stale training data.

Silent failures let AI systems confidently hallucinate when scrapers return empty pages.