Insight certainty 3/5 debate potential 4/5

Anthropic's Schluntz: Avoid agent frameworks and start from scratch with raw prompts

Erik Schluntz · The new Claude 3.5 Sonnet, Computer Use, and Building SOTA Agents — with Erik Schluntz, Anthropic · Nov 28, 2024 · at 43:01

Erik Schluntz of Anthropic discusses agent architecture after Claude 3.5 Sonnet achieved state-of-the-art results on SWE-bench.

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“I think with agent frameworks in general, they can certainly save you some like boilerplate, but I think there's actually this like downside of making agents too easy, where you end up very quickly, like building a much more complex system than you need. And suddenly, you know, instead of having one prompt, you have five agents that are talking to each other and doing a dialogue. And it's like, because the framework made that 10 lines to do, you end up building something that's way too complex. So I think I would actually caution people to, like, try to start without these frameworks if you can, because you'll be closer to the raw prompts and be able to sort of directly understand what's going on. I think a lot of times these frameworks also, by trying to make everything feel really magical, you end up sort of really hiding what the actual prompt and output of the model is, and that can make it much harder to debug.”

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