epsteingpt 1 hour ago

The work is very interesting. The title is misleading.

A better title would be: "all of human ingredients compressed into 1,800 primitives"

There is little to substantively nothing about the actual cooking: preparation methods, proportions, etc.

But the idea that tomato goes well with beef the whole world over is very interesting and useful for creating flavors that will go together, perhaps surprisingly. It will be a nice resource in the future.

  • Tade0 25 minutes ago

    > But the idea that tomato goes well with beef the whole world over is very interesting

    I saved a beef stew I was making for twelve people once by adding tomato sauce.

    Beef hardens if stewed incorrectly and tomato acid tenderises it again.

    EDIT: removed incorrect information about store bought tomatoes.

leontrolski 1 hour ago

Neat.

I'm trying to compress recipes into little schematics https://leontrolski.github.io/recipes.html

  • mapipolo 1 hour ago

    I love this! I bet you could make a successful recipe book based on this concept, with large schematics that a cook can read from a distance while working in the kitchen.

  • NiloCK 1 hour ago

    Ahh - the dependency graph recipe card. These are excellent. I've imagined something like this forever. Always annoyed that recipes put ingredients in a giant undifferentiated list and then give an instruction like "mix the dry ingredients in a deep bowl".

    For a while I expected there could be a good return on a good implementation of this, but now as soon as a strong interface itself is created it seems easy to copy.

    • gorgoiler 1 hour ago

      ”To bake an apple pie from scratch, first you must create the universe.”

      — Carl Sagan

  • danielvaughn 1 hour ago

    It's amazing how much more readable this format is. I love it.

  • hkt 1 hour ago

    That is brilliant. Going to try some of yours then maybe transcribe my own favourites into the same format. You've struck on a great idea here.

  • InsideOutSanta 1 hour ago

    That's really neat and easy to parse, love it!

  • karhuton 49 minutes ago

    These are amazing. It feels so clear to see a visual ”map” of the cooking process before you even start.

    This would help coordinate two cooks to make prepping more independent.

    I’m trying to figure out if an landscape Ipad, with interactive elements for extra details if needed, would be a good UI for this.

    -

    Edit: Showed it to my non-Engineer wife and she said ”this is horrible” after staring at it for 10 seconds. Maybe not for everyone…

throwme_123 9 minutes ago

I would not trust a model/corpus about food that includes English and German, but excludes Italian and French

Retr0id 1 hour ago

> [Claude] performed all ingredient classification under deterministic decoding (temperature 0–0.1)

Not that it matters much in this context, but low-temperature is not the same thing as deterministic.

  • cubefox 57 minutes ago

    Yep. Zero temperature is neither necessary nor sufficient for deterministic inference.

    • cj 54 minutes ago

      Why?

      • tempay 48 minutes ago

        You can seed the randomness are still having nonzero temperature.

        Numerical instability can introduce randomness especially on GPU like hardware unless you’re very careful about how you write your algorithms.

nyokki 10 minutes ago

As someone learning to cook from recipes in multiple languages, this is really cool. Curious how it handles the same ingredient called by different names (e.g., "scallion" vs "green onion" vs "long onion").

haaz 1 hour ago

Published by Kaikaku, a London based startup doing automated restaurants and cooking

vitto_gioda 12 minutes ago

Why haven’t you analyzed Italian recipes in Italian?

skinfaxi 21 minutes ago

Cooking/recipes seems like it would be an excellent application for a specialized model.

antirez 44 minutes ago

Odd not including French and Italian recipes.

  • TripleH 19 minutes ago

    As soon as you start adding our beloved french recipes, frogs, snails and other oddities might substantially increase the 1,790 ingredients count

suddenlybananas 1 hour ago

I don't see why the title needs to be quite so grandiose.

  • muragekibicho 1 hour ago

    It's an appeal to the attention economy. "All of human cooking compressed into 2 MB" is(mentally) palatable relative to "Navigating the Emergent Geometry of Food Ingredient Embeddings".

    Getting you to click is the ultimate goal.

    • delichon 59 minutes ago

      It's a good title in that it says something interesting about the scale of knowledge needed for functional expertise in the domain. Like a big fluffy cat that's just a wee little cat inside the fur ball.

jweisbin 43 minutes ago

"human cooking"? ewww

  • jagged-chisel 5 minutes ago

    To help you out, this is distinctly different from “cooking human”.

1970-01-01 34 minutes ago

11 sources is not "all of" anything. You have a sample. The title is horrible. Fix the title please.

baalimago 9 minutes ago

Great, so now chefs are being replaced too..!

pfdietz 46 minutes ago

Cooking condensed beyond the point of usefulness.

It's another book for Zach Weinersmith.