Jerry Liu分析厂商中立初创公司如何利用多模型优势优化特定任务解决方案。
Jerry Liu指出厂商中立初创公司能比前沿实验室更好地解决特定任务。这些公司可访问全套开源和前沿模型，能根据需要使用前沿模型，并针对特定任务优化端到端系统。凭借领域专业知识，这些公司甚至可以对模型进行后训练，创建专业评估标准。
Vendor-neutral startups are uniquely positioned to solve any given task better than the frontier lab...
Vendor-neutral startups are uniquely positioned to solve any given task better than the frontier labs. They have access to the full set of open-weight and frontier models. They can still use the frontier models where needed, but can optimize the harness e2e for any given task. They can even posttrain the model itself because they have the domain expertise to create specialized evals. Harry Stebbings @HarryStebbings What is required to get the most out of models? “To take the most advantage out of models, you need to do something a little different from just routing. You need your agent or system to dynamically understand the task it is working on and understand how to allocate intelligence in a much more stateful way. You need to know what just happened and what is going to happen in the future. You have to be in there, in the task.” @EnoReyes How do you think about this @jerryjliu0 @tomas_hk @sarahwooders @AstasiaMyers Your browser does not support the video tag. 🔗 View on Twitter 🔗 View Quoted Tweet 💬 4 🔄 1 ❤️ 4 👀 1474 📊 4 ⚡