Chain-of-Thought Extraction Attack on Claude & GPT
Two API calls recover hidden chain-of-thought from Claude, GPT, and Gemini using their cheapest models. Here is the fix.
Two API calls recover hidden chain-of-thought from Claude, GPT, and Gemini using their cheapest models. Here is the fix.
116 页论文实锤:研究者仅用两次 API 调用,借各家最便宜的小模型就恢复了 Claude/GPT/Gemini 隐藏的完整思维链,顶级模型「隐藏推理」防线告破。
2026 主流 AI 大模型盘点:按赛道选型的实用指南。前沿模型已裂成专业赛道(通用/编程/多模态/文生视频),先定义任务再选模型,附决策框架与当前格局地图。
Picking an AI model in 2026 is not "which is best" — it's "which is best for what you're doing." The frontier has split into specialized lanes; this guide maps the landscape and gives you a decision framework.
MindVideo AI 实测:文生视频工具从提示词到剪辑全流程。围绕完整流程设计(描述概念/生成场景/编辑组装),更像短视频生产助手而非一次性生成器,中文创意工作流积累口碑。
MindVideo has built a reputation as an AI text-to-video tool for Chinese-language creative workflows. This hands-on walkthrough covers what it can do and the full pipeline from prompt to edited final cut.
OpenAI 一键搬空 Claude Code:配置、技能、聊天全进 Codex,唯独带不走模型。ChatGPT 桌面端新增 Import 入口,可导入 Claude Code/Claude Cowork/Cursor 配置。
The most expensive part of switching AI coding tools was never the subscription — it was accumulated setup. Here's what Codex import moves from Claude Code and what breaks in the one-way migration.
Manus 入门指南:用大白话讲清它是 AI Agent 平台而非聊天机器人——能做什么(研究分析、内容文档、任务自动化)、怎么上手,以及它背后 Agent 平台的趋势信号。
Manus keeps making headlines — most recently for regaining independence from Meta and moving HQ to Singapore. Behind the drama is a genuinely useful product; here's what it is and what it can do.
实测主流 AI OCR 工具:截图、扫描 PDF、表格、手写四类混乱文档,谁识别准、输出结构化、支持私有化部署。PaddleOCR 开源首选,MinerU 转 Markdown,JPG2Excel 转表格。
In 2026 AI OCR means turning messy real-world documents — screenshots, scanned PDFs, tables, handwriting — into clean, structured data. We tested the leading tools on real content.