When we do solve human like continual learning, however, we might see a broadly deployed intelligence explosion *even if there's no more algorithmic progress*.
Simply from the AI amalgamating the on-the-job experience of all the copies broadly deployed through the economy.
I'd bet 2028 for computer use agents that can do taxes end-to-end for my small business as well as a competent general manager could in a week: including chasing down all the receipts on different websites, emailing back and forth for invoices, and filing to the IRS
Everyone is sleeping on the *collective* advantages AIs will have, which have nothing to do with raw IQ - they can be copied, distilled, merged, scaled, and evolved in ways humans simply can't.
Some notes I wrote while reading Part 1 of Daniel Yergin’s The Prize: The Epic Quest for Oil, Money & Power.
If you know Yergin, tell him I'd love to have him on my podcast!
The scaling laws paper moment in oil:
"Fascinating that the only people Rockefeller thought talented, hard-nosed, and pragmatic enough to manage his oil empire were the people who dared to compete against him."