Part 1: The NeuralAI Flywheel — Quality Output and Constant Iteration

NeuralAI
3 min readMar 23, 2024

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3D digital asset creation has been constantly evolving and finding new ways of innovation. Within this area, NeuralAI is coming in as a game-changer for its core vision with the $NEURAL ecosystem accompanied by a suite of advanced applications. This article is the first in a series introducing you to the core mechanisms and ultimate vision that propel Neural AI’s ecosystem — a system we’ve aptly dubbed the “NeuralAI Flywheel”. Our focus is not just the technical advantages, but also the symbiotic relationship between quality, efficiency and continuous improvement that is going to define $NEURAL as a Bittensor subnet.

The launch of $NEURAL is a call for new innovation

The journey came to public light with the launch of $NEURAL on March 21st, but long before that the vision of the NeuralAI symbiosis was born. The reception of our vision and the sneak peek of the first dApp have been received very well and we are now just days away for launching our first application to the public. Our mission is sharp; use AI to provide speed, efficiency, and quality in 3D asset generation from textual descriptions.

The Meaning of the NeuralAI Flywheel

This concept of the “flywheel” is in short, a self-reinforcing loop that drives continuous product improvement. The flywheel effect begins with our flagship NeuralAI dApp for text-to-3D assets. This tool accelerates the creation process by a factor of 100 compared to traditional methods and offers a cost-effect solution for artists and developers.

By our vision to integrate with the Bittensor network, the dApp leverages GPU power to reward creators for generating high-quality 3D assets. The integration with Bittensor transforms NeuralAI into an even more powerful platform where creators are not just contributors but also directly benefit from the ecosystem of $NEURAL.

For producing the best possible answers (3D assets) to asks (text descriptions) for 3D asset requests, creators earn rewards, creating the ultimate cycle of improvement and innovation.
The availability of TAO miner templates and GPU rentals from NeuralAI further enhances the opportunities, making it a sustainable model for shared profits and growth.

The Flywheel in Action

The flywheel is elegantly simple yet profoundly impactful.

Here is how it works:

1. Game developers purchase and hold $NEURAL to expedite their 3D asset generation process.

2. They employ the NeuralAI 3D dApp & API to initiate textual requests for 3D assets.

3. The dApp forwards these requests to the Neural TAO Subnet.

4. NeuralAI’s AI 3D Tao Miners spring into action.

5. These miners strive to produce the best possible outcomes, optimizing quality and efficiency.

6. As a result, TAO Rewards are distributed for successful asset generation.

7. Miners receive these rewards, incentivizing high-quality outputs.

This cycle perpetuates, spinning the flywheel faster with each iteration and driving continuous enhancement throughout the ecosystem of Neural and Bittensor.

Forward Momentum

NeuralAI is targeting expansion of its suite of applications and services, further fueling what is referred to as the Neural Flywheel. Our aim is to empower creators, developers, and stakeholders by setting new standards for 3D asset creation. This article is only the first in a series going into the technicalities and vision behind the NeuralAI project and what it means for our users.

Join the community

Stay tuned for more updates from NeuralAI and remember this; we’re not just imagining the future — we’re building it.

👉 Visit our website
👉 Join our Telegram
👉 Read our documentation

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NeuralAI

Quickly produce 3D models from text prompts and images to craft 3D assets with ease: our AI will materialize it into a 3D model.