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6 min read
ChatGPT Plus Hidden Benefit: Run OpenClaw Free via Codex Integration, Save Hundreds Monthly on API Costs
Last month, my AI assistant bill was $87. This month, it's $20—and I got more done. Here's how ChatGPT Plus's hidden Codex feature
11 min read
ChatGPT Plus 用户隐藏福利：通过 Codex 集成免费运行 OpenClaw，每月省下数百美元 API 费用
TL;DR: ChatGPT Plus 用户可以通过 Codex 集成方式运行 OpenClaw，无需额外购买 Claude/OpenAI API，每月可节省 $50-$200 不等的 API 调用费用。 TL;DR: 如果你已经是 ChatGPT Plus 订阅用户（$20/月），现在可以通过 Codex 集成方式运行 OpenClaw，
15 min read
AI 重塑创意教育：机遇、挑战与未来之路
引言：一个推文引发的深思 2026年2月24日，ArtCenter College of Design 电影制作教授 Luke Barnett 在 X 上发了一条引发广泛讨论的教学感言：在我任教的 MFA 电影制作课上，以前学生做的方案水平参差不齐。少数很棒，很多非常糟糕。即便如此，你还是能亲眼见证学生们的进步。 这条推文获得了数千次转发和数万次浏览，因为它精准地戳中了创意教育领域最敏感的神经——当生成式 AI 能够在几秒钟内产出足够专业的作品时，我们还需要经历那些笨拙的、痛苦的、漫长的学习过程吗？ 第一部分：
8 min read
AI 新闻评论 - 2026年2月24日
1. IBM股价暴跌13%：Anthropic Claude Code直捣COBOL腹地，AI颠覆传统IT服务 【事件概述】 2月23日，IBM股价单日暴跌13.2%，创下近年来最大单日跌幅。这场抛售潮的导火索是Anthropic发布的Claude Code工具现已能够自动化COBOL遗留系统的现代化改造。COBOL是1959年开发的编程语言，全球仍有超过3000亿行COBOL代码在生产环境中运行，支撑着美国95%的ATM交易、绝大多数银行核心系统以及政府关键基础设施。 【核心细节】 Claude Code能够自动映射复杂的COBOL代码依赖关系、生成现代化文档、识别系统风险，并完成原本需要人工分析师数月才能完成的工作。IBM是COBOL生态系统的事实垄断者——其大型机业务每年贡献超过80亿美元收入，利润率极高。全球COBOL程序员平均年龄已超过55岁，新鲜血液几乎为零。 【深层解读】
13 min read
1944: The Missing Chapter in the Dutton Saga That Will Define the Yellowstone Legacy
The Yellowstone universe has captivated millions with its raw portrayal of family, land, and legacy. From the treacherous wagon trails of 1883 to the prohibition-era struggles of 1923, Taylor Sheridan
15 min read
The Madison: Everything You Need to Know About Taylor Sheridan's Most Intimate Western Drama
Introduction: A New Chapter in Taylor Sheridan’s Western Universe Taylor Sheridan has become synonymous with modern Western storytelling, transforming the television landscape with his gritty, emotionally complex narratives. From
15 min read
中国开源大模型新版本浪潮评测：从更强模型到Agent系统的合体
面向开发者/产品/研究同学的长文评测：本文只关注最近一个月（2026-01-15～2026-02-15）中国团队发布的开源/开放权重新模型与重要新分支，尝试回答一个更工程的问题： 当我们要做编程 Agent（OpenClaw / SWE-Agent / Claude Code 类）时，哪些新模型是真正“可用”的？它们分别解决了什么？代价是什么？ 说明：文中所有关键数字（如 SWE-bench Verified、BrowseComp 等）均来自对应团队的官方博客、
10 min read
Landman Season 3 Starts Filming in May — and Texas Heat May Decide Everything
Why a co-creator’s blunt reality check (“Twelve-hour days in 100-plus degree weather is no joke”) isn’t just behind-the-scenes color. It’s a clue to how climate, safety rules,
8 min read
Landman, AI-Generated Rumors, and the New Tabloid Machine
How one actor’s blunt quote (“AI-generated crap”) captures a much bigger problem: the industrialization of misinfo rmation in entertainment—and what creators, studios, journalists, and fans can do about
18 min read
How to Optimize (Almost) Anything: A Systemized Framework
Optimization as a Repeatable Engineering Loop Optimization is often romanticized in software development as a dark art—a realm where lone geniuses stare at assembly code until they hallucinate a
9 min read
Landman Season 3: The $62 Million Gamble
For two seasons, Tommy Norris has been the ultimate fixer—a man whose job description is essentially managing chaos in a landscape where every handshake is dirty and every deal
8 min read
Landman Season 3: The Complete Guide
Quick Facts * Renewal Status: Officially Renewed (Dec 2025) * Season 2 Finale: Jan 19, 2026 * Production Start: May 2026 (Reported) * Likely Release: Nov/Dec 2026 (Estimated) * Where to Watch: Paramount+ * Trailer:
11 min read
Where Will AI Take Us in Five Years?
We are currently living through the "hype hangover" of the artificial intelligence boom. A little over three years after ChatGPT’s late-2022 release, the initial shock of fluent
22 min read
五年后的 AI，把我们带到哪里？
如果说 2023 年是 AI 的 “惊奇元年”，那么站在 2026 年 2 月的今天回望，我们不得不承认： 当初那种 “明天就会被取代” 的集体焦虑已经消退，取而代之的是一种更深沉、更复杂的现实感。AI 并没有像某些末日预言家宣称的那样瞬间接管世界，也没有像泡沫论者预言的那样销声匿迹。相反，它像电力一样，正在无声却剧烈地重构着从医疗到代码、从课堂到心理诊室的每一个毛细血管。 为什么在这个时间点，我们依然需要回到基础问题: “AI 到底要把我们带向何方？” 因为当热度褪去，分歧才真正显露。
10 min read
Openclaw: Security Score 2/100! This AI Assistant Is Leaking All Your Conversations
The recently popular open-source AI agent project, OpenClaw (formerly Clawdbot-Moltbot), has been exposed for a severe security vulnerability. The test results from AI security firm ZeroLeaks are alarming: a security
