New York, February 06 – KernelDAO, a top restaking protocol with over $2 billion in Total Value Locked (TVL), is pleased to announce its partnership with Mira, a pioneer in trustless verified AI technology, for the launch of a first-of-its-kind API that enhances AI reliability through trustless verification.
The world of artificial intelligence is evolving at lightning speed, but one challenge keeps slowing adoption: trust. Businesses and developers struggle to trust AI outputs because of frequent errors, hallucinations, and system downtime. This is where the latest Mira news becomes groundbreaking.
On February 6 in New York, KernelDAO, a leading restaking protocol with more than $2 billion in Total Value Locked (TVL), announced its partnership with Mira, a pioneer in trustless verified AI technology. Together, they launched the industry’s first $300 million secured AI-powered API security framework.
This partnership marks a turning point for the AI industry. With KernelDAO’s economic security and Mira’s verified AI systems, the new API aims to set higher standards for reliability, efficiency, and decentralization. In simple terms: developers and businesses will finally get AI they can trust without second-guessing.
KernelDAO’s Role in Secured AI Development
KernelDAO is not new to innovation. As a restaking protocol with over $2B TVL, it already secures major ecosystems across Ethereum, BNB Chain, Optimism, and more. Its core infrastructure—Kernel—is designed to provide economic security by restaking assets across different networks.
In the context of this collaboration, KernelDAO contributes $300 million worth of restaked economic security to power the new API. This isn’t just a number. It ensures that every AI output is verified and backed by real economic consequences. If a node operator underperforms, the protocol automatically reallocates resources to better performers.
This creates a self-correcting system where incentives align perfectly: reliable AI outputs mean better returns for node operators, and unreliable ones are penalized.
Why This Matters for AI
- Traditional APIs often run into reliability issues when demand spikes.
- KernelDAO’s model redistributes resources dynamically, ensuring minimal downtime.
- Developers can integrate AI systems with verifiable guarantees—a game-changer in mission-critical industries like healthcare, finance, and cybersecurity.
This partnership brings ai-powered api security into mainstream use, showing how decentralized economic systems can protect AI innovation.
Mira’s AI Verification Technology
If KernelDAO brings the economic muscle, Mira provides the brains of verification. With over 400,000 active users, Mira has positioned itself as a pioneer in trustless AI verification.
Mira’s verification layer is designed to address a common issue: AI systems hallucinate or generate biased content. Its technology boasts 10x higher reliability compared to traditional models, thanks to advanced consensus mechanisms and distributed verification protocols.
Here’s how Mira’s system works:
- Claim Transformation: AI outputs are broken down into verifiable claims.
- Distributed Verification: Independent nodes check these claims using consensus algorithms.
- Trustless Guarantees: Only validated results are delivered to users, ensuring accuracy and accountability.
This framework guarantees that AI outputs can be integrated into production environments without the need for manual double-checking, in addition to making them trustworthy.
Mira News in Context
Recent mira news highlights how the company is solving one of AI’s most pressing challenges: reducing hallucinations in large language models (LLMs) like DeepSeek. With accuracy metrics often hidden or unreliable, developers previously had no way to ensure safe deployment. Mira’s verification system changes that, embedding ai-powered api security into every output.
How the $300M Secured AI API Works
The Kernel–Mira API is more than a technical achievement—it’s an economic and trust revolution. Let’s break it down.
- Economic Security Pool: The API will be secured with $300 million in TVL.
- Dynamic Allocation: Depending on how well they perform, funds are allocated to specialized node operators.
- Verification Process: AI outputs are continuously checked and validated by Mira’s system.
- Self-Correcting Incentives: Dependable operators receive rewards, while underperforming ones receive penalties.
This establishes a system that encourages honest behavior in both humans and machines. Knowing that the outputs are safe, verified, and financially supported allows developers to incorporate the API into applications.
Traditional APIs vs. Kernel–Mira API
| Feature | Traditional AI APIs | Kernel–Mira Secured API |
| Reliability | Often inconsistent | 10x higher with verification |
| Economic Backing | None | $300M secured restaking |
| Downtime Handling | High risk during spikes | Auto-redistribution of resources |
| Verification | Manual or limited | Trustless, distributed |
| Integration | Risk-prone | Safe, verifiable guarantees |
The table above shows why this is the biggest mira news story for developers in 2025. It transforms how ai-powered api security is deployed globally.
Addressing AI Challenges with Trustless Verification
AI is not perfect. Hallucinations, biased outputs, and downtime remain widespread problems. According to industry estimates, nearly 40% of AI-powered business applications experience critical downtime or data inaccuracy issues annually.
Kernel and Mira are addressing this with trustless verification. By embedding economic incentives and distributed consensus, they ensure:
- Lower Error Rates: Verified outputs mean fewer hallucinations.
- Bias Mitigation: Multi-node validation reduces systemic bias.
- Reduced Downtime: Self-correcting allocation mechanisms keep systems running smoothly.
This isn’t just about making AI reliable. It’s about setting a new industry standard where mira news equals reliable AI news.
Developers and Businesses: What This Means for You
For developers, the Kernel–Mira partnership means they can now integrate ai-powered api security into apps without worrying about hidden risks. Imagine building a financial advisory app: every recommendation generated by AI is verified before it reaches the user.
For businesses, the implications are even larger:
- Healthcare: Verified AI ensures medical recommendations are accurate.
- Finance: Fraud detection systems become more reliable.
- Cybersecurity: Threat detection powered by verified AI outputs reduces false alarms.
By providing verifiable guarantees, this API gives developers and businesses confidence to scale AI solutions without the usual risks.
KernelDAO’s Ecosystem Fund and Future Expansion
This announcement follows KernelDAO’s $40 million Ecosystem Fund, which supports innovation across decentralized networks. With backing from Laser Digital, SCB Limited, Hypersphere Ventures, Cypher Capital, ArkStream, and Levitate Labs, KernelDAO is already expanding into 45+ strategic partnerships.
This momentum means that the Kernel–Mira API isn’t just a one-off product. It’s part of a broader ecosystem pushing AI into a decentralized, economically secure future.
As more mira news surfaces, it’s clear the company is building the backbone for ai-powered api security across industries.
Why This Partnership is a Game-Changer
To summarize, here’s why this announcement is making headlines:
- $300M Secured Economic Backing: No other AI API currently operates with this level of trustless economic security.
- 10x Higher Reliability: Mira’s verification system sets new standards in AI accuracy.
- Decentralized and Trustless: Outputs are verified by independent nodes, not a single entity.
- Business-Ready: Developers and companies can finally deploy AI with confidence.
This is not just mira news; it’s industry-defining news. It’s the moment when ai-powered api security became not just possible, but practical.
Conclusion: A New Era of Reliable AI
The partnership between KernelDAO and Mira is ushering in a new era of reliable AI. Backed by $300M in secured economic value, this collaboration ensures that AI outputs are not only fast and efficient, but also trustworthy and verifiable.
For developers, businesses, and the broader AI community, this is more than just a milestone—it’s the foundation for a safer, decentralized AI ecosystem.
As more mira news continues to unfold, one thing is clear: the future of AI lies in trustless verification and ai-powered api security. Kernel and Mira are not just building technology; they’re building trust.
About KernelDAO:
KernelDAO is a top restaking protocol, with over $2 billion total value locked and live on 10+ chains including Ethereum, BNB Chain, Arbitrum, Optimism, and expanding further. KernelDAO’s three key products include Kernel – the restaking infrastructure on the BNB Chain, Kelp LRT – a leading liquid restaking protocol on Ethereum, and Gain – a tokenised rewards program designed for users to maximize their earning potential by accessing highest rewards and top airdrops conveniently. By empowering stakers, developers, and protocols, KernelDAO is committed to driving the next wave of Restaking innovation, creating opportunities for all to participate in emerging technologies, and be the backbone of decentralized economic security.
Learn more at https://kerneldao.com/.
About Mira:
Mira is building the foundational verification layer that enables trustless AI systems through advanced consensus mechanisms. The network combines sophisticated claim transformation and distributed verification protocols to achieve reliable AI execution at scale. With over 400,000 active users and multiple production deployments, Mira has emerged as a pioneer in AI verification technology. By solving the fundamental challenges of error rates and complex reasoning verification, Mira is establishing new standards for AI reliability—paving the way for truly autonomous AI systems that can operate without human oversight.
Learn more at https://mira.network/.
