Introducing Targon v3

Introduction

Manifold is thrilled to announce the release of Targon v3, a groundbreaking update that makes SN4 simpler and more cost-effective to run.

Revolutionary New Verification System

Targon v3 introduces an updated verification system with several improvements:

• Replaces the previous Jaro-based verification
• Significantly more effective for validators to operate. Previously, validators were required to run the entire model for verification. Now, they only need to run the model for a single token, dramatically reducing cost per validation query
• Aims to improve accuracy and security
• Enforces streaming for real-time processing
• Developed in-house without reliance on third-party APIs

The core of our new proof-of-work token utilizes previous token IDs to randomly select a weight within the given model. The result is a multiplication of the sum of previous tokens and the pseudo-randomly selected weight value, creating a more robust and unpredictable verification process.

The Return of TPS: Aligning with Industry Standards

With our new verification system operating on a per-token basis, we're excited to reintroduce the concept of Tokens Per Second (TPS). This shift brings several significant advantages to the Bittensor ecosystem:

• Allows for more precise performance measurement
• Aligns with common industry metrics
• Provides a clearer benchmark for different models and configurations

This return to TPS is not just a technical change; it's a strategic move that positions Bittensor as a more accessible and comparable platform in the broader AI landscape. It opens doors for new partnerships, integrations, and use cases that were previously challenging to implement or measure effectively.

OpenAI Compliance: Bridging the Gap to Mainstream AI Development

One of the most exciting features of Targon v3 is full OpenAI compliance for SN4 miners. This update brings significant benefits and opens up new possibilities for developers and users alike:

• Integration with existing OpenAI API workflows
• Support for OpenAI package configuration options
• Simplified miner operation with a smaller miner file
• Reduced parsing requirements for miners

This move towards OpenAI compliance not only simplifies the development process for our existing community but also lowers the barrier to entry for new developers looking to leverage decentralized AI.

Conclusion

Targon v3 focuses on practical improvements to make SN4 more efficient and developer-friendly. We will continue to work on updates based on community feedback and needs.