Everyone wants to sell "AI employees." That is the wrong frame. The real challenge in AI agents is not making a demo look autonomous. It is making agents usable, reliable, secure, and governable once they touch real systems, credentials, and workflows.
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The winners will be whoever best answers: can this system do useful work in my environment without creating more risk than it removes?
Codex can learn from experience and proactively suggest things it can do for you. It now has an in-app browser, many new plugins, and so much more.
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Computer use is a real update: it feels even more useful than expected. It can use all your apps in parallel without interfering with your direct work.
I get 4,150,000,000 (4 billion) requests and 300,000,000 (300 million) visitors per year. That'd cost me $338,913 if I wasn't on a VPS. Instead I pay $2,932/year or 115x less.
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With AI these days it's easier than ever to host your sites yourself, and way cheaper. 100-1000x cheaper.
Single most underrated Claude Code Tip: Esc+Esc rewinds your session to any previous checkpoint. Let the agent go wild. Evaluate what it did. If it doesn't work, Esc+Esc and start again.
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Since I discovered this, I stopped being afraid of asking for longer, more complex changes because undoing them is free and easy.