We are excited to announce our partnership with Mira Network, an industry innovator in trustless AI output verification. While Mira has the expertise to build bias-free, next-level AI verification systems, Spheron’s decentralized compute network is here to provide the robust infrastructure they need, leveraging our global network of GPU providers and community compute resources.
The Challenge: Overcoming AI’s Accuracy Bottleneck
Despite AI’s immense potential, high error rates often hold back its adoption. Currently, large language models face significant challenges in producing consistently accurate and unbiased outputs. For complex reasoning tasks, first-pass error rates can reach as high as 30%. This reliance on human intervention to verify AI-generated results slows innovation and prevents AI from reaching its true potential.
With advanced consensus mechanisms leveraging multiple LLMs to evaluate and validate outputs, Mira has already shown impressive results in reducing error rates at scale. Through our partnership and continued development of our decentralized infrastructure, Mira is poised to push these boundaries even further.
The Mira Solution: Trustless AI Output Verification
Mira’s system has already demonstrated incredible success, reducing first-pass errors for complex reasoning tasks from ~30% to just ~5%. With further engineering and Spheron’s infrastructure support, Mira is on track to deliver sub 0.1% error rates.
At the core of Mira’s approach is their consensus model, which employs sophisticated validation protocols to enable reliable AI execution at scale. By combining insights from research in LLM consensus, Mira ensures accuracy, reduces bias, and eliminates hallucinations in AI outputs.
Why did Mira choose Spheron?
Mira’s groundbreaking technology demands robust compute infrastructure. Spheron’s decentralized platform provides the ideal foundation because:
Community-Driven Infrastructure: Our unique model combines both enterprise & community GPUs.
Global Coverage: Community & Enterprises resources are available across 100+ regions.
Cost Efficiency: Our decentralized architecture reduces costs by 40-80% compared to traditional providers
Flexible Scaling: Seamlessly scale resources up or down as needed
The Partnership in Action
By choosing Spheron as its compute infrastructure provider, Mira achieves unprecedented accuracy and reliability for their AI verification platform. Our decentralized network will power:
Processing of vast amounts of validation data
Running consensus checks across multiple LLMs
Continuous accuracy improvements through model refinement
Scaling to support growing user demand
Real-World Impact
Together, we’re already seeing impressive results:
Supporting Mira’s 200,000+ active users
Enabling consistent error reduction from 30% to 5%
Providing infrastructure for continued innovation
Making trustless AI verification accessible to more users
What’s Next? Mira’s Node Delegator Program
Mira’s journey is just beginning. With Spheron’s GPU network as the backbone, Mira is launching its Node Delegator Program. Through this program, anyone can participate in Mira’s mission of creating trustless, verified intelligence by delegating compute resources to the Spheron pool, which will be launched next week.
We’re excited to provide our infrastructure to eliminate technical barriers to participation.
Anyone who wants to delegate to Spheron’s node can earn network rewards and be among the first to help scale Mira’s consensus model using our premier, decentralized GPU network.
This program represents a unique opportunity for our community to be at the forefront of AI verification technology while earning rewards for their participation. By combining Spheron’s robust infrastructure with Mira’s innovative verification system, we’re creating new possibilities for trustless AI.
Learn more about contributing your compute resources to support Mira here or by joining their Discord.
