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“When people get hurt around our products, we need to take every ounce of education from it that we can,” Jacob Zeiger, a senior air-safety investigator at Boeing, told me, when I visited the Boeing facility this past December. “These technical findings are sacred.” Within hours of any major incident involving a Boeing plane, Zeiger and his team are notified, and they may spend a week to ten days studying the damage and interviewing the crew, piecing together what went wrong. In 2008, for instance, the engines on a 777 stopped responding, and it crash-landed short of a runway in London, shearing off its landing gear. Afterward, a team of investigators re-created the plane’s fuel system in a Boeing lab. A small heat-exchange unit, they found, had accumulated ice during the flight. Every 777 has since been retrofitted with a new version of the unit. Thanks to decades of such refinements, today’s jets may be the world’s most reliable machines. Flying in them is less likely to kill you than walking on staircases.

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So it’s essential to properly balance the levels of tests to maintain a high quality and speed of development.

The secret

再往上看,大脑算法几乎是一部技术范式的迭代史。早期的仿真迁移技术虽然解决了初期的模型训练成本,但在面对真实物理世界的摩擦、形变与复杂噪声时,会陷入长序列操作的累积误差,导致在现实里"越做越错"。