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Snapshotting is a feature worth noting. You can capture a running VM’s state including CPU registers, memory, and devices, and restore it later. This enables warm pools where you boot a VM once, install dependencies, snapshot it, and restore clones in milliseconds instead of booting fresh each time. This is how some platforms achieve incredibly fast cold starts even with full VM isolation.
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Further, OpenAI will now notify authorities if it detects “imminent and credible” threats in ChatGPT conversations, even if the user doesn’t reveal “a target, means, and timing of planned violence.” O’Leary explained that if the new rules had been in effect when the shooter’s account was banned in 2025, the company would have notified the police. OpenAI will also establish a point of contact for Canadian law enforcement so it can quickly share information with authorities when needed.
The model must operate as a genuine autoregressive transformer. This means: