What's newI used to recommend the M4 MacBook Pro as a cheaper alternative to the M5 model, but as of February 2026, it's no longer available in new condition at any third-party retailers. (The Apple Store discontinued it right when the M5 MacBook Pro came out.) As such, I've removed all mentions of it from this guide.
Accuse the agent of potentially cheating its algorithm implementation while pursuing its optimizations, so tell it to optimize for the similarity of outputs against a known good implementation (e.g. for a regression task, minimize the mean absolute error in predictions between the two approaches)
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It is the most detail Miliband has given yet on his department's approach to factoring in the impact of data centres.
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