Anthropic Introduces Model Hardware Standard to Enable AI Agents to Operate Physical Devices

Artificial intelligence company Anthropic has rolled out a research preview of the Model Hardware Standard (MHS). The framework is designed to enable AI agents to operate physical devices within scientific research and advanced manufacturing environments.

According to the company, the new standard allows AI agents to interact with and operate programmable lab and manufacturing instruments—including robotic arms and microscopes—in tandem. This integration is intended to help researchers and engineers execute complex tasks ranging from routine drug discovery experiments to laser calibration on quantum computers.

Anthropic stated that the initiative aims to facilitate autonomous, round-the-clock workflows with minimal human intervention, thereby speeding up processes in research and production. The standard functions on any device equipped with a programmable interface, allowing devices and agents to communicate across networks.

The company noted that it is currently sharing an early version of the Model Hardware Standard with select partners. This phase is intended to help build out safety evaluations before the framework is eventually made open source.

"The introduction of frameworks like Anthropic's Model Hardware Standard points toward a practical convergence of software and physical infrastructure. By enabling AI agents to interact directly with programmable lab and manufacturing instruments, industries can expect to see significant shifts in how automated workflows are structured. For tech startups and enterprises building in deep tech and automation, ensuring robust safety evaluations during the early deployment phase will be critical to long-term adoption." — Dr. Shishir Gupta, Founder & CEO, StartupLanes