private-ai
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Cloudera Is Turning Its Hadoop Inheritance Into an AI Anywhere Bet
The company that helped commercialize Hadoop is betting its next act on a stubborn enterprise reality: sensitive data rarely lives in one cloud. Cloudera now wants to be the governed layer that lets analytics and AI travel to the data, wherever it sits.
David Stout
David Stout is the co-founder and CEO of webAI, an Austin-based company building private, on-device artificial intelligence that runs on hardware people already own instead of centralized cloud data centers. Raised on a cattle ranch in northern Michigan, he taught himself to compress large AI models onto phones, laptops and edge hardware, and founded webAI in 2019 with Ethan Baird and Tyler Mauer. The company reached a $2.5 billion valuation in January 2026 on the thesis that the most valuable AI of the future will be sovereign, distributed and local rather than rented from Silicon Valley hyperscalers.
webAI
webAI is an Austin-based sovereign AI company that lets enterprises build, train, and run custom AI models on their own local hardware instead of the cloud. Founded in 2019 by David Stout, Ethan Baird, and Tyler Mauer, its end-to-end platform - spanning the Navigator development environment, the Companion assistant, and webFrame clustering software for Apple silicon - keeps sensitive data on-device while delivering cloud-grade intelligence. The company reached a reported $2.5 billion valuation in early 2026 and serves customers across healthcare, retail, logistics, and aviation.
OpenInfer
OpenInfer is a San Mateo-based AI infrastructure startup building an 'Inference OS for the agentic era' - software that runs large AI models and agents directly on the CPUs, GPUs and NPUs enterprises already own, from edge devices to private data centers, without cloud lock-in. Founded by ex-Meta and Roblox systems engineers Behnam Bastani and Reza Nourai, its OpenInfer Engine claims 2-3x faster inference than Llama.cpp and Ollama on distilled DeepSeek models and works as a drop-in replacement for existing endpoints. The company raised an $8M seed round in February 2025 and has since shipped Jean, a private email-native agentic AI system, and orchestration layers for heterogeneous compute.
Personal AI
Personal AI (legally Human AI Labs, Inc.) builds an identity-based memory layer and Personal Language Models (PLMs) - compact, individually trained AI models that capture a person's or organization's knowledge, voice, and decision-making. Instead of a single generic chatbot, the platform lets people and enterprises create AI personas trained on their own data, keeping ownership and privacy with the user. Founded in 2020 and based in San Francisco, the company positions its smaller, memory-grounded models as a more accurate, lower-cost, privacy-first alternative to centralized cloud LLMs for sales, healthcare, legal, HR and knowledge work.