OpenAI员工详解GPT-5.6 Sol五个推理层级
openai员工vaibhav srivastav解释了gpt-5.6 sol的五个推理层级——从'light'到'ultra'——分别对应何种任务复杂度。该指南帮助用户在准确性和token成本之间取得平衡。
openai's vaibhav srivastav released a guide for the new gpt-5.6 sol model, explaining that its 'light' and 'low' levels suit quick tasks, while 'medium', 'high', and 'xhigh' are designed for increasing complexity and verification needs. the 'max' setting extends compute time for single problems, whereas 'ultra' deploys multiple sub-agents in parallel to tackle different parts of a task simultaneously. higher levels significantly increase token usage, leading srivastav to recommend starting at lower settings and scaling up only when necessary. this system introduces complexity contrary to openai's goal of a 'no interface' experience, requiring users to carefully benchmark to find the optimal cost-to-quality ratio.