Snapshot · Dwarkesh Podcast
Patel recommends monthly or quarterly AI risk inspections rather than a single pre-deployment check, since continual learning makes the train/deploy boundary meaningless.
Where this was said
At 1:45 · chapter starts 1:15
Patel's first prediction attacks a foundational assumption of current AI governance: that there is a meaningful, inspectable moment between training and deployment where safety checks can be applied. This assumption already feels shaky, but under continual learning it collapses entirely [1] — Dwarkesh Patel "Current AI safety regulation is built around checking a model before it deploys. But if models improve daily from millions of sessions, tha…" 01:15 . If a model is updating its weights based on millions of daily sessions, it is effectively a different model every day — making any single pre-deployment audit both incomplete and quickly stale. Worse, locking in today's regulatory regime could prove actively counterproductive, enshrining an archaic approach to risks that will have fundamentally changed in character. Patel's pragmatic alternative: shift safety oversight to ongoing monthly or quarterly risk inspections, which can adapt to an ever-evolving model rather than pretending there's one fixed artifact to approve.
Current AI safety regulation is built around checking a model before it deploys. But if models improve daily from millions of sessions, that pre-deployment checkpoint becomes meaningless — and locking in today's regulatory framework could be actively counterproductive.
Almost no alignment research addresses the hardest version of the problem: keeping an AI safe when its weights are being updated continuously from millions of real-world sessions. This is structurally similar to the human parenting problem — you need to give the system enough foundational values that it improves without going off the rails.
A total of 8 states have filed lawsuits against social media platforms, including an ongoing case in Tennessee, using product liability and public nuisance theories to seek accountability.
France built 56 nuclear plants in the 1970s and now has the cheapest energy in Europe, making it independent of Russian or Middle Eastern energy geopolitics.
Estonia has a single tax form, a law preventing the government from asking citizens for the same information twice, and a flat rate of tax — enabling competitive taxation.
Portugal's Lisbon, once a city with a major heroin problem, legalised drugs and redirected enforcement spending into rehabilitation and housing, dramatically reducing crime.
The first Boland Amendment banning CIA and Defense Department funds for the Contras passed the House unanimously — yet the Reagan administration ignored it.
Over just two years, Saudi Arabia alone donated $32 million to the Contra rebels, giving loosely affiliated factions millions they had no way to spend on arms.
The National Endowment for the Preservation of Liberty raised $6.3 million for the Contras but only $3.3 million reached them — a shockingly low 52% program expense rate.
Richard Secord and Albert Hakim marked up their arms shipments to the Contras by as much as 300%, making enormous personal profits from the covert operation.
Lieutenant Colonel Oliver North, tapped to run the entire covert Contra support operation, had no prior experience in covert operations whatsoever — he was learning as he went.
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