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dohnuts

Dohnuts builds small multimodal models for direct decisions. -> System One model

Details

External ID
1379133800
Source
GITHUB
Company
—
Product
dohnuts
Website domain
dohnuts.ai
Launched
Sept. 21, 2026
Cohort
—
Upvotes
28
Upvotes percentile
0.7065078145016653
Tags
decision-model, jev, laya, llm, lora, rlcd, system-one, typesafe
Fetched at
Sept. 25, 2026, 5:02 p.m.
Updated at
Sept. 25, 2026, 5:02 p.m.

Enrichment

Theme
embodied AI and robotics platforms
Vertical
Horizontal
Function
Model & infra
Audience
Developer
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
small multimodal models for fast decision making
Manually corrected
False

Could you build this?

No Dohnuts builds and trains custom small multimodal neural networks (e.g., 0.8B parameter models) designed for single-pass multi-criteria decision classification via novel training methods (like RLCD). Training custom foundation/decision multimodal models requires deep ML research expertise, curated training datasets, and dedicated GPU training clusters.

What it would actually take: Building this requires deep PyTorch/JAX model architecture design, multimodal tokenization/embedding pipelines, and specialized pre-training and fine-tuning datasets formatted for multi-head classification. A team of ML researchers must implement custom loss functions, RL/RLCD training regimes, and model quantization (e.g., ONNX, TensorRT, vLLM/llama.cpp) for low-latency consumer GPU inference.

Competitors

Other products that read as similar to this one — 1394 launches clear the similarity bar, closest 8 shown.

Attention rank: #411 of 1395 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 327 days after the earliest competitor.

Other launches for this product

Same idea, different domain

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