hybrid-ai
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Lenovo Wants to Own the Journey From Your Pocket to the Cloud
The company that made the black business laptop an office fixture is building a much larger machine - one that sells devices, data-center infrastructure and recurring services as a connected stack.
Pasteur Labs & ISI
Pasteur Labs & ISI is a New York-based public-benefit deep-tech company building 'Simulation Intelligence' - the systematic merger of AI, physics simulation, and scientific computing. Its AI-native, GPU-accelerated, end-to-end differentiable physics platform gives engineers and scientists an in-silico playground to run thousands of what-if scenarios and shrink the gap between digital models and physical reality. Founded in 2021 by AI researcher Alexander Lavin and staffed by veterans of DeepMind, NASA, CERN, Tesla, Nvidia and Ansys, the company targets industrial R&D, energy, climate, and space & defense, and stewards the open-source Tesseract framework for differentiable scientific computing.
AJ Abdallat
AJ Abdallat is the founder, chairman and CEO of BeyondAI (formerly Beyond Limits), a Glendale, California enterprise AI company that commercializes cognitive artificial intelligence born inside NASA's Jet Propulsion Laboratory and Caltech. A serial entrepreneur who spent more than a decade incubating Caltech/JPL spinouts, Abdallat built Beyond Limits around the idea that AI which guided the Mars Rovers and Voyager probes through deep space can run mission-critical industrial operations on Earth - in energy, utilities, manufacturing and healthcare - while explaining the reasoning behind every decision.
BeyondAI
BeyondAI (formerly Beyond Limits) is an industrial and enterprise AI company born from technology developed at Caltech's NASA Jet Propulsion Laboratory. Founded in 2014, it builds hybrid, neuro-symbolic AI that pairs machine learning and generative AI with rule-based reasoning to deliver explainable, human-like decisions in high-stakes sectors such as energy, oil and gas, manufacturing, utilities and healthcare. Backed by investors including Group 42 and bp ventures, the company raised a $133M Series C in 2020 and rebranded to BeyondAI at LNG2026.
Fabric
Fabric is a New York-based care enablement company building an AI-powered operating layer that sits on top of hospital and health system technology to automate clinical and administrative work. Its platform spans a Digital Front Door, virtual and in-person care suites, patient engagement, and a 50-state clinical network, all stitched together by a hybrid AI that combines conversational models with clinical logic. Founded by Aniq Rahman, the former Moat president, Fabric grew fast through product plus four acquisitions in 18 months and now reaches more than 75 health systems and roughly 100 million covered lives.