vision-language-action
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InLoop Robotics
InLoop Robotics deploys intelligent bimanual robotic arms into warehouses as a service - handling packing, kitting, and order fulfillment for a flat monthly fee with no upfront hardware cost. Instead of waiting for a perfect model, InLoop ships imperfect policies into real warehouses, detects failures in real time, recovers automatically when it can, and hands off to a remote human operator when it can't. Every intervention becomes training data, so the system keeps getting faster and cheaper with each order.
Parametric
Parametric is a San Francisco robotics company building autonomous physical businesses - operations that run themselves. Starting with a wash-and-fold laundromat, its bimanual mobile robots use reinforcement learning to fold, sort, and handle laundry, learning new behaviors on-site from customer feedback in under an hour. The team applies frontier-lab techniques - dense reward models, an RLHF-style feedback loop, and interpretability tools borrowed from language research - to physical work, reporting 3x higher task reliability than leading baseline models on matched hardware.
Scout AI
Scout AI is a Silicon Valley defense-tech company building Fury, a Vision-Language-Action foundation model that turns unmanned robots - ground, air, sea, and space - into autonomous agents that perceive the world, understand natural-language commands, and act in GPS- and comms-denied environments. Founded in 2024 by Colby Adcock and Collin Otis, the company raised a $100M Series A in April 2026 (which it billed as the largest defense-tech Series A in U.S. history) after emerging from stealth in 2025 with a $15M seed and early Department of Defense contracts.
Foundry Robotics
Foundry Robotics is a San Francisco startup building 'The Everything Factory' - an AI-first, assembly-focused contract manufacturer that uses Vision-Language-Action (VLA) foundation models to run flexible robotic assembly cells. Instead of retooling a line for every new product, Foundry aims to let general-purpose robots switch between building drones, robot dogs, battery packs and satellite components on demand. Founded in 2025 by ex-Ghost Robotics and Scale AI robotics lead Adarsh Kulkarni, the company positions itself as a dual-use manufacturer serving both commercial customers and the U.S. Department of Defense, backed by a seed round led by Khosla Ventures and Garuda Ventures.
Adarsh Kulkarni
Adarsh Kulkarni is the founder and CEO of Foundry Robotics, a San Francisco startup building what it calls the 'Everything Factory' - an AI-and-robotics-first, assembly-focused, dual-use contract manufacturer aimed at rebuilding American manufacturing capacity. A Penn GRASP Lab robotics engineer, he cut his teeth deploying legged robots underground for the DARPA Subterranean Challenge, was an early autonomy engineer at Ghost Robotics (acquired for $400M), built ML infrastructure at self-driving truck company TuSimple, and rose to Head of Robotics at Scale AI before striking out on his own. Foundry uses Vision-Language-Action foundation models to let a single factory assemble many different products without traditional retooling, and raised a seed round in early 2026 backed by Garuda Ventures and Khosla Ventures.