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In this concise commentary, the speaker highlights how contemporary AI models can automatically detect and correct allocation problems, delivering substantial efficiency improvements. He claims that, when used properly, AI can boost personal productivity by 15‑20 times, citing a personal example where a task that previously required a $20,000 consultant and a month‑and‑a‑half was completed in a single day using AI tools, including Excel. He urges listeners who are not seeing such gains to research AI techniques and adopt better practices.

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