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GEO Is Just SEO’s Best Customer — Here’s the Proof

 Towards AI

Here’s the thing: everyone’s arguing about whether GEO is going to replace SEO, and the whole argument is built on a false premise. GEO doesn’t compete with SEO. It depends on it, completely, the way ...

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AI Cyber Range Architecture: Test Security Agents Without Touching Real Systems

 Towards AI

A good AI cyber range makes the fake world realistic enough for the agent, but sealed enough for everyone else. A practical guide for developers building safe evaluation environments for Codex, Claude...

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Your Entry Point Doesn’t Need to Follow REST Semantics. Your Clients Will Thank You.

 Javarevisited

We had too many REST endpoints to scan, too many contracts to maintain, and too many client integrations breaking on every internal… Continue reading on Javarevisited

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