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Midas Launches with $10M Funding to Mathematically Secure AI Systems

Quantum Zeitgeist
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A $10M-backed startup founded by 11 International Mathematical Olympiad medalists launched to mathematically verify AI systems, addressing the lack of provable correctness in current models. The company, led by ex-Stanford, MIT, and Cambridge researchers, aims to embed formal verification into AI infrastructure, ensuring outputs, data, and reasoning are mathematically proven before deployment. Targeting high-stakes sectors like biotech, defense, and finance, the team prioritizes environments where errors are catastrophic, positioning itself as a standard-setter for AI trust. Investors from OpenAI, Tesla, and SpaceX back the initiative, with Valor Equity Partners calling verification "the final missing layer" in AI development. Unlike probabilistic AI, the approach enforces correctness upfront, rejecting "almost correct" outputs—a cultural shift the founders argue is critical for institutional adoption.
Midas Launches with $10M Funding to Mathematically Secure AI Systems

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Backed by investors from OpenAI, Tesla, and SpaceX, Midas has launched with $10 million in funding to mathematically secure artificial intelligence systems. The new company, founded by 11 medalists from the International Mathematical Olympiad and Informatics, aims to move AI beyond simply appearing reliable to being demonstrably, provably correct. “Modern AI produces fluent, convincing answers, but it cannot prove they are correct,” explains Shalim Monteagudo-Contreras, President and Co-Founder of Midas. Midas intends to build the infrastructure for “proof-native” AI, targeting critical applications in biotech, defense, and finance where errors are unacceptable, and establishing a new standard for trust in a rapidly evolving technological landscape. IMO/IOI Medalists Launch Midas for AI System Verification A new company, Midas, is tackling the critical issue of reliability in artificial intelligence through rigorous mathematical verification, following a $10 million funding round led by Valor Equity Partners and Nova Global.

The team’s expertise originates from institutions including Stanford, MIT, and Cambridge, and prior experience at companies like Jane Street, Google, and NVIDIA. Midas is designed to address a fundamental flaw in current AI development: the inability to guarantee accuracy. The company’s approach focuses on embedding mathematical evidence at the core of AI systems, verifying outputs, data, and reasoning before deployment, particularly in high-stakes environments like biotech, defense, and financial systems. According to Renzo Balcazar, CEO and Co-Founder of Midas, “Every human institution, from law to science to finance, runs on evidence,” a standard currently absent in widespread AI application. John Staton, Vice President at Valor Equity Partners, emphasizes that “Verification is the final missing layer,” and highlights Midas’s unique culture, stating, “What sets Midas apart is its culture: a team trained to reject ‘almost correct’ answers and accept only what can be demonstrated.” Formal Verification Replaces Probabilistic AI Outputs Midas, a newly launched company, is pioneering a shift in artificial intelligence development, moving beyond systems that appear correct to those that are mathematically proven to be reliable. The core innovation lies in enforcing mathematical correctness before results are implemented, rather than retrospectively identifying errors. Rodrigo Porto, Tech Lead at Midas, emphasizes that verifying reasoning from the outset is essential for trust in increasingly complex systems. Targeted Deployments: Biotech, Defense, and Financial Systems Midas is swiftly targeting sectors demanding absolute reliability from artificial intelligence, initiating deployments within biotech, defense, hardware design, and critical financial systems—areas where demonstrable correctness isn’t merely desirable, but essential. The company’s approach centers on building “mathematical trust infrastructure” that verifies AI outputs, training data, and reasoning processes from the outset. Carlo Agostinelli, founder of Nova Global, believes this work positions Midas to become “a generational company,” tackling the fundamental challenge of trust in AI and establishing a “proof-native approach” to reliability. Every human institution, from law to science to finance, runs on evidence. Artificial intelligence is the first form of intelligence that operates without it.Renzo Balcazar, CEO and Co-Founder of Midas Source: https://www.businesswire.com/news/home/20260205795947/en/Backed-by-OpenAI-Tesla-and-SpaceX-Investors-Midas-Is-Building-Mathematical-Infrastructure-to-Secure-AI-Systems Tags: Quantum News As the Official Quantum Dog (or hound) by role is to dig out the latest nuggets of quantum goodness. There is so much happening right now in the field of technology, whether AI or the march of robots. But Quantum occupies a special space. Quite literally a special space. A Hilbert space infact, haha! Here I try to provide some of the news that might be considered breaking news in the Quantum Computing space. Latest Posts by Quantum News: Rail Vision Ltd. Subsidiary, Quantum Transportation, Unveils Transformer Neural Decoder with Enhanced Error Suppression Capabilities February 5, 2026 New Manuscripts Showcase Quantum-Si’s Benchtop Protein Sequencing Platform, Validated by Journal of Analytical Chemistry & US Naval Research Laboratory February 5, 2026 Opentrons & NVIDIA Partner to Advance AI-Powered Lab Robotics with 10,000+ Robot Network February 5, 2026

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Source: Quantum Zeitgeist