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When AI Finds Faster Than Humanity Can Fix — and How Human–AI Co- Repair Can Close the Gap
In the AI Age, security is measured not by how fast we find our flaws, but by how fast we repair them — together. An AI system discovers a critical vulnerability. The discovery makes headlines. But who ensures that the hospital, the public service, and the small...

DuoDiscover: AI Agents Advance Software and Processor Design
In complex engineering, proposing an improvement can be easier than proving that it works. When a single evaluation takes hours, testing becomes a limit on discovery itself. DuoDiscover, introduced in a research preprint dated October 12, addresses that constraint....

