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Andrew Ng used a writing analogy to explain the difference between the agentic approach and traditional invocation: traditional invocation is like writing everything at once with no ability to revise, while the agentic approach allows for drafting, researching, self-reviewing, and repeated revision.
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9/19/2026
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