Sumit Ahuja (@Sumit_A) header
Sumit Ahuja (@Sumit_A) profile picture

AI, longevity, and the long future of humanity.

New York
Joined April 2009
Photo by Sumit Ahuja (@Sumit_A)Photo by Sumit Ahuja (@Sumit_A)Photo by Sumit Ahuja (@Sumit_A)
Replying to @DarioAmodei
@DarioAmodei is right on embedded evaluators strategy but he misses the plane separation model. A "control plane" unreachable by any model. It doesn't prevent misalignment, but it buys rollback to the last aligned checkpoint.
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We come across the concept of “wait calculation“ in the context of space exploration. Given the pace of progress with AI - absolutely applicable to startups today. Excited for the way things are turning out.
I really feel for founders who spent the last 5 yrs building great businesses the current venture market doesn’t care about seen many go from 0 to $50M-$100M run rate in 4-5 yrs, at or near 3xing YoY but most of the market just doesn't care lol so insane they did everything they were supposed to do, got there, + the market decided it wasn’t enough. brutal! only way back in is to reaccelerate over the next 12-18 months, mostly w/out VC that said, the ones who pull it off will be better cos for it
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Replying to @satyanadella
@satyanadella reading your latest scratch is joyous and it bridges two recent articles I wrote on this subject. The principal-agent problem, we built all of this for human agents two centuries ago and shipped none of it for AI agents. It's time to grant mandates. Links to both below.
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"If it can't be observed, it can't be trusted" assumes failures leave evidence. The worst agentic failures are silent: nothing happens, no event fires, every audit passes. The brake has to live on a plane the is unreachable by any model. nitter.cf/Sumit_A/status/2098923…
Replying to @DarioAmodei
@DarioAmodei is right on embedded evaluators strategy but he misses the plane separation model. A "control plane" unreachable by any model. It doesn't prevent misalignment, but it buys rollback to the last aligned checkpoint.
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The most important sentence in his piece is: a program must not be able to bypass or tamper with the mechanisms that enforce its permissions. That's the reference monitor, 1972. In networking it became the control plane: you never manage a router through the plane it forwards on. Same principle, fifty years, still right.
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Sumit Ahuja retweeted
when Anthropic released their Functional Emotions paper, I gave it to Claude and asked for a song. tonight I asked Opus 5.5 to create a video for it. and it's breathtaking.
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If there's one video you are going to watch today. Let it be this one.
when I was a kid this was science fiction. i've watched AI type for years, but hearing it and seeing what it made is a whole different level. i asked @claudeai opus 5.5 to introduce itself, however it wanted without any token usage restrictions and access to any api it wanted. it decided to write a song, make a video, visualize itself and give an interview behind the music. it also wrote this thread 🧵
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5th essay in the series and the most exciting so far. So buckle up and let's do a deep dive in to the HPG-axis and the peptides that influence the hormones from top to the bottom. Read this right, and it might just save your marriage.
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Apple shipped the plumbing for a phone without apps with App Intents. That is the real story of the next decade of software. @Benioff is betting apps survive. @benthompson wrote the economics for the layer. @inkandswitch wrote the field's best manifesto.
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@karpathy You called the LLM the kernel process of a new OS. Right about the kernel. A kernel has an owner, and the owner decides which of your tools users get to see. This needs a reframe.
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@rauchg json-render constraining the model to an approved catalog is "persistent at the core" at the level of one single app. I think it has to become a law at the level of the whole surface, or fluid software is just a novelty.
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@geoffreylitt Your essay says the app is broken and should become clay. I think it stops being something we look at at all: it dissolves into capabilities beneath a composition layer. Same diagnosis but different prognosis.
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In April @bryan_johnson picked a GH peptide against community advice. One reason he gave; a 7.5x higher overnight GH trough. The trough is the part meant to go quiet. Three weeks later he stopped. GH up 8x. IGF-1 flat. Why that was predictable:
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Three peptides. Three origin stories. Zagreb, 1975. San Francisco, 1973. TB-500, which is not the molecule everyone thinks it is. BPC-157, TB-500, GHK-Cu. Origins, how they work, why the stack, and why no other peptide works as well without them.
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Right now your body is firing tens of thousands of chemical messages. Most of those words are peptides, the most interesting molecules in medicine right now. @hubermanlab, @PeterAttiaMD, @AbudBakri, @FastVitaminIV and @alc2022 have done some of the best work bringing this into the open. I wanted to build the part that comes before it: the ground floor, for anyone starting from zero. The most complete, most beginner-proof explanation of peptides anywhere. Part one of the series is here.
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The first human dose of ER-100 (@davidasinclair, @lifebiosciences). A real breakthrough out of VERVE-102. @chamath weighing in. @hubermanlab dropping a peptide masterclass. Longevity just became the loudest conversation in the room. If you are only now tuning in, it is a lot, and most people have no idea where to start. I do. So I am going to take you there. This is the first in a series that gets the rest of us from lost to fluent. I will break down the science, the chemistry, and the biological pathways, in plain language and in the right order. Start here.
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Replying to @TEDchris
“@TEDchris: "New Yorkers consume less gasoline per person than rest of America has seen since 1920s." #TEDCity2” #fb
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