Designing runtime architecture for AI agents

Many AI agents rely on a runtime, planner, memory layer, tool execution, and response generation.

• What architectural patterns work well in production?
• What parts fail under load?
• How do you manage state, retries, and partial execution?

Looking for real experience, not frameworks.