neuro-symbolic-ai
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Carl Bate Wants AI to Show Its Work
After three decades translating between software, strategy and human behavior, the Evidium founder is pursuing a stubborn idea: consequential AI should make its reasoning inspectable.
The Chatbot Company That Bet Against the Chatbot Hype
Inbenta spent nearly two decades teaching machines to actually understand a sentence. When the generative-AI gold rush arrived, that patience turned out to be the moat.
Simular
Simular is a Palo Alto-based AI company building autonomous computer-use agents that operate desktops, browsers, and phones the way a person does - clicking, typing, and navigating graphical interfaces. Its open-source Agent S framework and its always-on assistant Sai use a neuro-symbolic approach that turns exploratory agent runs into deterministic, auditable code to reduce hallucinations. Founded in 2023 by former Google DeepMind researchers Ang Li and Jiachen Yang, Simular has raised about $26.5M and posts state-of-the-art results on computer-use benchmarks.
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.
Peter Morales
Peter Morales is the CEO and co-founder of Code Metal, a Boston-based AI company that hit unicorn status in February 2026 after raising a $125M Series B led by Salesforce Ventures. With a background spanning BAE Systems (F-35 ML optimization), MIT Lincoln Laboratory (counter-drone AI), and Microsoft (HoloLens computer vision), Morales built Code Metal to solve a gap he discovered firsthand: AI can generate code fast, but mission-critical industries — defense, automotive, semiconductors — need proof that code is correct before it ships. Code Metal's verifiable AI platform translates high-level code into hardware-optimized, mathematically verified production code for edge devices, drones, FPGAs, and autonomous systems. Customers include the U.S. Air Force, L3Harris, Raytheon, Toshiba, and Bosch.