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生命的基础设施picked88

The Proven Program That Saves Money and Nobody Pays For

If everyone ate well, exercised, and used genuinely healthy products, hospitals would have far less to do — so prevention should save the system money, and the system should fund it.The system is not built to pay for health; it is built to pay for disease. Prevention's savings flow to payers who never funded it, and its benefits accrue to populations rather than individuals. The first 'prevention' that scaled commercially is a drug — and it is blowing up the very budgets it was supposed to save.

智能的基础设施picked94

The AI That Helped Create Its Own Successor

AI is now improving itself: models train models, write their own code, and discover science, so progress is about to become exponential and humans will soon be unnecessary.The loop is real only where the answer is machine-checkable. Where it isn't, a human still closes the loop. Recursive training has a documented failure mode — model collapse — and 'improvement' without a trustworthy objective is just reward hacking. Most of what is shipping is extraordinary automation of the development process with humans still in the verification seat.