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Ask HN: Smallest amount of working ML weights that can be tattooed on a body?

8 points - last Saturday at 6:36 PM


Recently saw this comment on another HN thread about the US government gating access to GPT-5.6 and how it harkens back to the 1990s encryption-as-export-controllable-tech situation and how people tattoo'd the algo to their bodies:

> I can't wait for the first person to tattoo model weights on their body!

(https://news.ycombinator.com/item?id=48693721)

And I can't help but wonder, what would be the smallest functional amount of weights from any sort of ML model you could realistically tattoo onto a human body or body part?

  • xpnsec

    yesterday at 11:35 AM

    Love this idea!

    As someone with a couple of code bits tattooed on my body, if anyone is planning on more than a few lines of text, speak to your tattoo artist first.

    I once wanted a long bit of code on my arm. I thought it was a good idea, but speaking to my tattoo artist, he explained that after a few years, the text would likely blur and merge together until it was difficult to read.

    Ended up going with a smaller snippet which is still clear to this day (15 years later). And seen some others who didnโ€™t listen to advice with an illegible blob where their clean code one was xD

      • cinntaile

        today at 6:33 AM

        They should have read Uncle Bob's book.

    • asxndu

      last Sunday at 4:10 AM

      Definitely Andrej Kapathy's 250 line code of Micro GPT.

      I think it can fit on someone's back. (if a small enough font is used)

      - https://gist.github.com/karpathy/8627fe009c40f57531cb1836010...

      - https://karpathy.github.io/2026/02/12/microgpt/

        • goodmythical

          yesterday at 10:21 PM

          My brief search says nasa says the average back is 47.6cm * 39.2cm. ~18.74in*15.43in is 289.152in^2.

          Code in question is 9319 characters counting whitespaces according to copy/paste github raw to zed and selecting all characters.

          That's ~32.2 characters per square in.

          Aside from the likelihood that it smears/fades to illegibility in a few years, bless the artist that has the patience.

          Hell, good luck finding anyone, really. Any artist can throw some words on you, but to do this scale... Getting every line to be "straight" across the back over 200 lines, with each character taking perhaps 15 seconds (because this would require precision single needle work with a good steady hand), that's just shy of 40 hours, which I suppose is in line with typical times for large detailed pieces.

          Anyway, I guess what I'm saying is go look at some declaration of independence tattoos because that's ~17% as many characters (1628 without the signatures) meaning MicroGPT as a tattoo requires nearly six times as many characters per inch of skin.

          • lawlorino

            last Sunday at 1:47 PM

            Thatโ€™s lines of code, not weights

        • barrenko

          yesterday at 3:56 PM

          Don't do this, it's equivalent to that barcode tattoo that passed it's heyday.

          • lawlorino

            last Sunday at 1:51 PM

            I donโ€™t think you can get a more simple ML model than linear regression?

            y=w0+x*w1

            • totalconfusion

              last Sunday at 8:23 AM

              Encode it into a barcode