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  "text": "3. Dynamic few shot prompting\n\nThey cautioned against using the traditional few shot prompting for agents. Seeing the same few examples again and again will cause the agent to overfit to these examples.\n\nEx: if you ask the agent to process a batch of 20 resumes, and one example in the prompt visits the job description, the agent might visit the same job description 20 times for these 20 resumes.\n\nTheir solution is to introduce small structured variations each time an example is used: different phrasing, minor noise in formatting, etc.",
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