作者注：详解 OpenClaw 新开对话的 3 种方法和 5 大 Token 优化策略,帮助用户避免因历史记录累积导致的 API 费用暴涨问题 "两小时烧了 100 美元" — 这是一位 OpenClaw 用户使用 Claude Opus 4.5 模型时遇到的真实情况。问题的根源在于：同一个对话会累积所有历史记录传递给 API,导致 Token 消耗呈指数级增长。 核心价值: 读完本文,你将学会 3 种新开对话的方法 + 5 个 Token 优化策略,让 OpenClaw 的使用成本降低 50% 以上。 OpenClaw Token 消耗原理 要理解为什么费用会飙升,需要先了解 OpenClaw 的会话机制。 会话存储架构 OpenClaw 通过 Gateway 进程维护会话状态,使用两层持久化存储： 存储层 文件位置 存储内容 会话元数据 sessions.json 会话…
Author's Note: An in-depth evaluation of Kimi K2.5's coding capabilities, comparing it against Claude Opus 4.5 on the SWE-bench benchmark. We'll also break down the advantages of its 256K context window and how to get the most out of the Kimi Code CLI. How does Kimi K2.5 stack up in the coding world? Can it…
Author's Note: A deep dive into the core content of the Kimi K2.5 technical paper. We'll break down the 1T-parameter MoE architecture, the 384-expert configuration, and the MLA attention mechanism, while comparing local deployment hardware requirements and API integration options. Curious about the technical details of Kimi K2.5? This article, based on the Kimi K2.5…
Author's Note: Kimi K2.5 is now fully open-source. This article explains the open-source license, model download links, and API access methods in detail, and provides a complete code example for quickly calling Kimi K2.5 via APIYI. Has Kimi K2.5 gone open source? That's been the top question for many developers lately. Well, good news: Moonshot…
Author's Note: A detailed analysis of the causes and solutions for the The request is blocked by our moderation system – self-harm error when calling the official Sora 2 API. Getting a The request is blocked by our moderation system when checking inputs. Possible reasons: self-harm error while trying to generate videos with the Sora…
Choosing the right Sora 2 API model version has always been a top priority for video generation developers. In this post, we’ll compare the sora-2-2025-12-08 and sora-2-2025-10-06 snapshots. We'll break down their performance, features, and stability to give you a clear recommendation on which one to use. Core Value: By the time you finish reading,…
Author's Note: Get a 20% discount on the official Sora 2 API through the APIYI official proxy. This is the official version of the video generation service with per-second billing, featuring the lowest prices for new users. Want to use the official Sora 2 API for video generation but put off by the high prices…
API file upload is a common technical requirement developers face when calling AI interfaces for video generation, image processing, and more. In this post, we'll dive into how the multipart/form-data encoding works. We'll use the Sora 2 image-to-video API as a practical example to help you master the core skills of API file uploading. Core…
Monitoring Nano Banana Pro API availability is a key requirement for developers to ensure the stable operation of their image generation services. This article introduces 3 practical methods for monitoring the Nano Banana Pro API, helping you track service status in real-time and respond quickly to outages. Core Value: By the end of this article,…
When you're using Sora 2 API for video generation, knowing the availability of different access methods is crucial. In this post, we'll dive deep into the status differences between Official Relay and Official Reverse access. This should help you pick the most stable calling solution for your needs. Core Value: By the end of this…
