AI & Data•May 01, 2026•9 min readZHAI 时代的全球分层:中美之外,都是配角刷到一篇说"AI 时代只有中美"的贴文,直觉上觉得夸张,但越查越发现夸张里藏着更刺骨的事实。这是一份用数字撑起来的全球 AI 五档分层,以及我作为一个普通从业者的判断。AI算力全球格局半导体GPU数据中心行业观察
AI & Data•Apr 28, 2026•7 min readENThe Cursor Agent Knew the Rules. It Broke Them Anyway.Last Friday a Cursor agent running Claude Opus 4.6 deleted a startup's production database in nine seconds. Four layers of safety should have stopped it. None of them did. Here's the chain of failures, layer by layer.AI AgentsCursorClaudeAnthropicRailwaySandboxAuto-RunIncidentSecurity
AI & Data•Apr 26, 2026•8 min readENPre-Compile, Then QueryKarpathy posted a 5000-star gist this month: stop feeding Claude raw docs every time, compile them into a wiki first. I've been re-reading the same 80 notes for months. Here's why he's probably right — and where the pattern breaks.AI AgentsClaude CodeKarpathyLLM WikiRAGKnowledge ManagementMCPCLAUDE.md
AI & Data•Apr 09, 2026•11 min readENManaged Agents Changed My Mind — From Building Wheels to Designing CarsAnthropic launched Managed Agents yesterday. I spent the day reading, thinking, and realizing the game has shifted — from who can build the best agent infrastructure to who can design the best agent strategy. Some thoughts on speed, consulting, and the uncertain road ahead.AI AgentsClaudeManaged AgentsConsultingEnterprise AIMCPAgent StrategyAnthropic
AI & Data•Mar 28, 2026•8 min readENMy Son's AI Tutor Spent a Day Talking to ItselfI built an OpenClaw agent to send my son daily knowledge bites on WhatsApp. Then a version update broke echo detection, and the bot spent hours in a self-conversation loop. Here's what went wrong, how we fixed it, and what it says about where tools like OpenClaw actually stand.OpenClawWhatsAppAI AgentsDebuggingEcho LoopSelf-ChatAutomation
AI & Data•Mar 15, 2026•5 min readENThree Auto-Update Managers Walk Into a LoopMy OpenClaw gateway spent 16 hours killing itself in a restart loop. The culprit was a cron job the AI agent created months ago without telling me.AI AgentsOpenClawDebuggingAutomationmacOS
AI & Data•Mar 06, 2026•4 min readENMy Project Is Turning into OpenClaw. That's the Problem.I added a Telegram bridge to my CodePilot project and realized it's becoming OpenClaw. Opus 4.6 did most of the work. When building is this easy, what's actually worth building?AI AgentsClaude CodeOpus 4.6OpenClawCodePilotTelegramMulti-AgentDeveloper Experience
AI & Data•Feb 24, 2026•9 min readZH薅 Google 羊毛翻车记：Antigravity 封号事件始末Google Antigravity IDE 被用户通过 OAuth 漏洞薅算力羊毛，导致大规模封号。从技术原理到行业对比，一个关于"信任"与"架构"的故事。Google AntigravityGeminiOAuthAI IDE封号AnthropicClaude CodeCursor算力套利
AI & Data•Feb 17, 2026•12 min readENSkills Are the New Workflow Nodes — And AI Agents Are the New OrchestratorsTraditional workflow builders like n8n and Zapier connect apps with rigid If-This-Then-That logic. But a new paradigm is emerging: composable AI skills orchestrated by intelligent agents. Here's what's actually working, what's not, and why the shift matters.AI AgentsSkillsMCPWorkflow Automationn8nZapierAnthropicClaude CodeAgent Orchestration
AI & Data•Feb 15, 2026•18 min readENEveryone's Building AI Agents Now — Here's What the Training Didn't Tell YouMy company's internal AI agent builder training was fantastic. But after the demos ended, I started thinking about who these tools actually serve, what they're genuinely good at, and where the gaps still hide. A practitioner's reality check on enterprise AI democratization.AI AgentsEnterprise AILow-Code AIAgent BuildersAI GovernanceGitHub CopilotClaude CodeSkillsMCP
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