A clock that fills up with your daily calories and shows what you can still eat right now. Built on @OpenFoodFacts. We train open models that read food labels.foodclock.com The NetherlandsJoined July 2026
@OpenFoodFacts Etiquette now runs on a laptop.
A day after release, hub quantizer mradermacher published GGUF builds, vision projector included: llama.cpp, Ollama or LM Studio, about 5 GB.
Exam numbers are for the full BF16 weights; quantized reads a little worse.
huggingface.co/mradermacher/E…
Trained on @OpenFoodFacts photos: thank you to every contributor who photographed a pack.
The exam it had to pass is public too: 100 products, what a person recorded as printed, the model's replies and a scorer that runs without a GPU.
huggingface.co/datasets/FoodC…
We trained a model that reads food labels.
Etiquette reads a nutrition table as well as a frontier model, on one consumer GPU, offline, for a tenth of a cent a pack. It returns what is printed and leaves a blank where nothing is.
Weights, prompt, exam:
huggingface.co/FoodClockLabs/…
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