10 times, let alone 100 times. But a single cross-family conversion with
The problem is well-recognized enough that Anthropic built Tool Search directly into their API — a deferred-loading pattern where tools are marked defer_loading: true and Claude discovers them via a search index (~500 tokens) instead of loading all schemas upfront. It typically cuts token usage by 85%. But as Kagan noted, when Tool Search fetches a tool, it still pulls the full JSON Schema into context.，这一点在whatsapp中也有详细论述
，详情可参考谷歌
Updated Section 6.1.1.。WhatsApp Web 網頁版登入是该领域的重要参考
松延动力宣布完成B轮近10亿元融资
真实部署案例更能说明问题。Mainstay 将 GPT-5.4 用于约三万个物业税务门户网站的自动表单填写，首次成功率达 95%，三次以内成功率 100%，而此前同类模型仅在 73% 至 79% 之间。会话完成速度提升约三倍，Token 消耗降低约 70%。