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Amazon Finds 'Tokenmaxxing' Lacks Productivity Gains

1 week 2 days ago
Ancient Slashdot reader Gilmoure shares a report from Tom's Hardware, adding: "Huh. Looks like consuming one's own slop does not turn the wheels of industry." From the report: Amazon wants its engineers to quit chasing token counts, warning that heavy AI usage does not automatically mean better work. In updated engineering guidelines published on October 27, the company laid out how developers and managers should gauge AI's real impact -- and the takeaway is blunt: consuming more tokens is not the same as delivering more value. [...] According to the memo, metrics such as AI adoption rates, token consumption, code changes, and code reviews become "deeply flawed" when they are disconnected from actual results. Turning them into targets, Amazon says, encourages wasteful behavior that clashes with its emphasis on "frugality and simplicity" and can raise both compute bills and software complexity. The company's preferred yardstick is long-term results. "We believe that it is best to measure, and be measured by, long-term outcomes," Amazon wrote. That does not mean managers should ignore usage data altogether, as input metrics remain useful when examined "with care and judgment" alongside other indicators. Amazon suggests looking at both the teams using AI the least and those using it the most to determine whether adoption is translating into better delivery. [...] The memo also pushes back on the idea that every task needs an AI tool. If current tooling does not benefit someone's work, Amazon says, that is "a finding, not a failing." Engineers who can explain where today's tools fall short are demonstrating judgment rather than reluctance to adopt AI.

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Apple Announces Its First Touchscreen MacBook Pro

1 week 2 days ago
Apple has unveiled its first touchscreen MacBook Pro, reversing a position the company held for more than 15 years that touchscreens were poorly suited for laptops. 9to5Mac reports: The new machine features a light-up Apple logo, tandem OLED, and touch input on the display. It runs on the M5 Pro and M5 Max chips, like the existing MacBook Pro models without OLED touch displays. John Ternus, who is rocking a new profile picture with the new Mac, shared the first look at the new machine on X. Pricing for the new laptop starts at $2899 for the 14-inch model. The 16-inch version starts at $3399. Pre-orders are available starting today with deliveries starting November 6.

Read more of this story at Slashdot.

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