When to use each method: - Use Type Annotations: When you need the value to strictly become that type for other functions or APIs. - Use Type Assertion (as): Only when you know more than TypeScript, ...

Then it: Generates a structured workflow plan Validates the output with Pydantic schemas Routes each step to modular tools Executes summarisation, task extraction, prioritisation, planning, and email ...

Comprehensive guide to AI agent engineering: how 30+ frameworks actually work under the hood. Context rot, compaction, system prompt assembly, SOUL.md, agent loops, memory systems, tool sprawl, MC ...

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