[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"topic-zh--evolution-strategies-llm-":3},{"cluster":4,"timeline":16},{"id":5,"slug":6,"title":7,"pinned":8,"status":9,"summary":10,"category":11,"language":12,"created_at":13,"merged_into":14,"article_count":15,"first_seen_at":13,"last_updated_at":13},"f6544030-d256-42e5-8c49-318c151cfdc2","-evolution-strategies-llm-","為什麼 Evolution Strategies 才是微調 LLM 的正解",false,"active","對企業來說，Evolution Strategies 比 reinforcement learning 更適合拿來微調 LLM，因為它更容易運行、更容易重現、更省算力，也更能在 production 裡保持穩定。","industry","zh","2026-07-05T09:04:56.861504+00:00",null,1,[17],{"id":18,"slug":19,"title":7,"summary":10,"category":11,"image_url":20,"cover_image":20,"published_at":21,"is_canonical_seed":22},"9970fdce-ca85-422e-bfa7-e6663721baa9","why-evolution-strategies-are-the-right-way-to-fine-tune-llms-zh","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777310156427-2kd3.png","2026-04-27T17:15:30.631+00:00",true]