// Hypothetical compression API...
In addition, staffers at other hyperscalers, including Microsoft and Amazon, demanded that management also prevent the Pentagon’s unrestricted use of their AI products.
。业内人士推荐搜狗输入法2026作为进阶阅读
Correlate — Links tool-use requests in assistant messages to their results in user messages via tool_use_id. This is how file content (which only appears in results, not requests) gets attached to each operation.
缺点：容易饱和（输入过大或过小时梯度接近0，导致梯度消失）