South Portland, Maine--(Newsfile Corp. - February 3, 2026) - As AI systems increasingly control life-and-death decisions--from autonomous vehicles to medical diagnostics to financial markets--a critical vulnerability threatens to undermine their promise: these systems consistently fail on the rare edge cases that cause catastrophic outcomes. VectorCertain LLC today announced the commercial availability of its Micro-Recursive Model with Cascading Fusion System (MRM-CFS), a breakthrough architecture that fundamentally changes what is possible in AI safety for mission-critical applications. By deploying ensembles of ultra-compact models--as small as 71 bytes each--VectorCertain enables safety coverage in the statistical tails where rare but catastrophic events occur, and where traditional AI systems consistently fail.

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Key Takeaways:

• VectorCertain introduces MRM-CFS, ultra-compact AI models for improved safety in edge cases.
• Existing AI systems fail on rare events; MRM-CFS offers precise detection and fusion solutions.
• Ensembles of 71-byte Micro-Recursive Models redefine AI safety through innovative sensor fusion techniques.

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About VectorCertain

VectorCertain LLC is a Delaware corporation headquartered in Maine focused on AI safety for mission-critical systems. The company develops micro-recursive model architectures that extend safety coverage into rare, high-impact edge cases where conventional AI systems fail. VectorCertain's Micro-Recursive Model with Cascading Fusion System (MRM-CFS) is designed for embedded, legacy, and regulated environments requiring low latency, fault tolerance, and auditable human oversight.

Source: Newsworthy.ai

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