Author's Note: A complete OpenClaw beginner's tutorial, from installation and configuration to real-world use cases, helping newcomers quickly understand the core value and usage of this open-source AI assistant. Want an AI assistant that actually gets things done for you, instead of just being a chatbot? OpenClaw was born for exactly that. It's one of…
作者注：深度对比 Kimi K2.5 与 Claude Opus 4.5 在编程、推理、Agent 能力等维度的表现，分析 9 倍价差背后的性价比差异，帮你做出最佳选择 Kimi K2.5 对比 Claude Opus 4.5 到底怎么样？这是 2026 年开发者最关心的选型问题之一。本文从 基准测试、实际能力、价格成本、适用场景 四个维度进行深度对比，给出明确的选择建议。 核心结论：Claude Opus 4.5 在代码质量上略胜一筹 (SWE-Bench 80.9% vs 76.8%)，但 Kimi K2.5 在 Agent 自动化、视觉编程、数学推理上更强，且成本仅为 Claude 的 1/9。 Kimi K2.5 vs Claude Opus 4.5 核心对比 对比维度 Kimi K2.5 Claude Opus 4.5 胜出方 SWE-Bench Verified 76.8%…
作者注：详解 OpenClaw 十大最常用指令,包括 /new、/status、/model、/compact 等核心命令的语法、参数和实战技巧 OpenClaw 作为 2026 年最火的开源 AI 助手,拥有强大的指令系统。但很多用户只会基础聊天,没有发挥出它的全部潜力。本文整理了 十大最常用的 OpenClaw 指令,帮你从新手变高手。 核心价值: 掌握这 10 个指令,你将能高效管理会话、切换模型、控制成本、执行系统命令,让 OpenClaw 真正成为你的生产力倍增器。 OpenClaw 指令系统概览 OpenClaw 的指令分为两大类：聊天斜杠命令 和 CLI 终端命令。 类型 使用场景 示例 斜杠命令 在聊天窗口中使用 /new, /status, /model CLI 命令 在终端中使用 openclaw status, openclaw health 本文主要介绍聊天中最常用的斜杠命令,这些命令在 WhatsApp、Telegram、Slack、Discord、WebChat 等所有平台都通用。 🎯 小技巧: 在任何聊天窗口输入 /help 或 /commands 可以查看完整的命令列表。 指令 1: /new…
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…
