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Immigration and Customs Enforcement agents and officers may soon be equipped with gloves that deliver electrical shocks, which the manufacturer says are intended to de-escalate encounters with individuals.

Imagine getting these mailed to you by Pokémon 😭 In 2002, Pokémon ran the Starter Triple Get Campaign in Japan. To enter, collectors had to buy 3 Pokémon-e Starter Decks, collect the proof-of-purchase seals, and mail them in with an application. You then chose which set you wanted a chance to win: Red/Green Set - Venusaur, Blastoise, Charizard Gold/Silver Set - Meganium, Feraligatr, Typhlosion One of the coolest Pokémon promotions from the e-Card era.

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Impressive work! For comparison, an H100 can do roughly 100-200 tok/s of Muse 30B for raw inference single-thread, going up to low thousands of tok/s with a large number of threads - and I am sure that for the massively-multi-threaded case they can optimize the prover further. So we roughly, sort of, have single-digit (<10x) overhead for LLM proving! Next step is getting single-digit overheads for FHE, and then ultimately vFHE (aka STARK * FHE). A crazy ambitious milestone given present FHE overheads, but because of how highly structured and almost-linear LLM inference is, it's closer to the realm of possibility than you might think. Single-digit-overhead all the things.

Imagine knowing exactly who you want to marry… only to discover that marriage has one tiny feature you forgot to consider: the other person gets a vote. You can admire someone, pray about them, introduce yourself to the family, even rehearse the wedding entrance in your head but you can’t single-handedly complete a two-person decision. Sometimes the plot twist isn’t “How do I get them to marry me?” It’s simply: Do they want the same thing? Love can be intentional. Marriage can be pursued. But consent isn’t a group project. I laugh in Swahili.