England’s zombies have rapidly descended into collective brain fog in Six Nations | Robert Kitson

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“The future here is actually to build more and more models of those narrow prediction problems because biology unlike, human language, doesn’t follow all the same rules in the same way,” he said, similar to Google DeepMind’s Alphafold and AlphaProteo.

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Local sandboxing on developer machinesEverything above is about server-side multi-tenant isolation, where the threat is adversarial code escaping a sandbox to compromise a shared host. There is a related but different problem on developer machines: AI coding agents that execute commands locally on your laptop. The threat model shifts. There is no multi-tenancy. The concern is not kernel exploitation but rather preventing an agent from reading your ~/.ssh keys, exfiltrating secrets over the network, or writing to paths outside the project. Or you know if you are running Clawdbot locally, then everything is fair game.

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Nicola Smith said the day her husband underwent the transplant was a "very long day".