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AI Now Operates the Web for You: From Comet and Atlas to a Full Computer-Use Browser Guide

Browsers no longer just 'display web pages' — they click buttons, fill forms, and finish tasks themselves. How do Perplexity Comet and ChatGPT Atlas differ? This guide helps you pick the right one.

The Missing Infrastructure of AI Memory: Why Stronger Models Make Agents More Likely to 'Run in Circles'

Memory isn't an add-on feature for AI — it's the core infrastructure that transforms an Agent from a 'tool' into a 'partner.' This article won't walk you through a paper; instead, it helps you think clearly: if you're designing an AI Agent, what problem is the memory layer actually solving?

Three AIs, One Shippable LINE Booking System: The Duck's Collaboration Log

Instead of asking 'which AI is strongest,' divide the labor: use Claude to write the dev plan, use Antigravity CLI (a Gemini agent) to actually build the code, then use Claude Opus to hunt bugs and iterate. This is the Duck's real log of using this 'AI division of labor' to build a working LINE course-booking PWA — it's about the mindset, not a step-by-step tutorial.

Your Claude Chats Turned Up on Google: The 4th AI 'Share Link' Leak, and the One Lesson to Take Away

In July 2026, a wave of Claude shared conversations got indexed by Google and Bing, exposing API keys, resumes, and crypto wallet data. It's not the first time — ChatGPT and Grok did it too. The real problem isn't one company slipping; it's a mental-model error: a share link is not a private link.

AI Tech Is Racing Ahead: One Bad News, One Good News

Feeling anxious about how fast AI is developing? Don't panic — technology will eventually become products anyone can use. The real question is how you position yourself now.

Which AI Tool Should I Use? 5 Questions to End the Guessing

Wrong tool, wasted effort. Use this decision framework to find the right AI tool for any task in 5 questions — no more guessing or random Googling.

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