The same mechanisms that let a maintainer vouch for a human contributor can cryptographically delegate limited authority to an AI agent or service, with separate credentials and trust contexts that can be revoked independently if something goes wrong. Researchers from the Harvard Applied Social Media Lab and others are already experimenting with compatible apps that blend human and AI participants in the same credential‑aware conversations, hinting at how Linux ID might intersect with future developer tooling.
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The system collects data on restaurant operations and shares it via “Patty,” a voice that talks to employees through their headsets. If the drink machine is low on Diet Coke, Patty will tell the store’s manager. If a customer uses a QR code to report a messy bathroom, the manager will be alerted.
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其次,规模和可复制性完全不同。Altman 想强调「per query」的效率,但他忽略了:人类智能没法「复制部署」到数据中心里无限扩容。AI 的真正优势恰恰在于「训一次,用一辈子」,而人类是「训一次,用一辈子还得继续喂」。如果真要比「单位智能产出每焦耳能量」,AI 在规模化后确实可能碾压,但用「养孩子总成本」来类比,反而把这个优势给模糊掉了。