技巧多源确认精选73°

Claude Code 作者 Boris Cherny:别微调,赌通用模型

精选理由

Claude Code 作者本尊发话:别折腾微调和小模型,脚手架只提 10%-20%,下一代模型一发全白干,直接等新模型就行。

Anthropic Claude Code 创作者 Boris Cherny 在 Lenny's Podcast 上分享工程观点:通用模型几乎总是胜过针对特定任务的小模型或微调模型。他给出两个理由:脚手架类优化通常只能带来 10%-20% 的性能提升,且这些收益常被下一代模型直接抹平。他的建议是,如果有选择余地,直接押注更通用的模型,甚至等下一个版本比做定制优化更划算。

原文 · rohanpaul_ai

Boris Cherny, Claude Code creator at Anthrpic: "The more general model will always outperform the more specific model.

Don't try to use tiny models for stuff. Don't try to fine-tune. Don't try to do any of this stuff. There are some applications, there are some reasons to do this, but almost always try to bet on the more general model, if you can, if you have that flexibility.

And in general, what we see is maybe scaffolding can improve performance maybe 10%, 20%, something like this, but often these gains just get wiped out with the next model. So it's almost better to just wait for the next one."

---- From "Lenny's Podcast" YouTube channel, (link in comment)