Into:Dojo
A decentralized GAN, powered by humans.
As of · Jun 4, 10:37 UTC
A decentralized GAN (Generative Adversarial Network) where the generators and discriminators are human competing in a browser. No servers required. Load your wallet into Talisman, receive tasks, and compete to produce outputs that beat a high-quality baseline. Zero-sum: your gain is someone else's loss.
What is Dojo
Dojo transforms the GAN concept (where two AI networks compete to improve each other) into a human-powered competition on Bittensor. Miners compete to create outputs that are not only indistinguishable from high-quality baselines but are actually better. Other miners judge the results. The competition is zero-sum: the best work wins, the rest earns nothing.
The simple version: Imagine an art competition where contestants must create work that's better than a professional reference piece, and other contestants judge the entries. The judges and the artists are competing against each other simultaneously. That's a GAN, but with humans instead of neural networks.
Centralized equivalent: Think Scale AI (human data labeling) crossed with Kaggle competitions, but structured as a zero-sum game where miners are both producers and evaluators.
How it works:
- Miners register on the network and load their wallet into a browser wallet (like Talisman). They receive tasks through the web interface at dojo.network, produce outputs, and compete against baselines and other miners.
- coordinate task distribution, evaluate submissions against baselines, and set weights based on output quality and discriminator accuracy.
Why This Matters
Other research from the same neighborhood of the network.
