Anthropic unveils MHS standard for AI agents to operate physical devices

Aug 27, 2026

On August 27, 2026, Anthropic PBC announced the Model Hardware Standard (MHS), a model-agnostic interface designed to let AI agents operate physical devices in scientific research and advanced manufacturing. Developed with the Howard Hughes Medical Institute, MHS replaces disparate APIs with a unified interface, enabling automation of tools like microscopes and quantum lasers. Currently in a research preview with partners like AWS and Hugging Face, Anthropic plans to open-source MHS while expanding its own hardware strategy by designing custom chips.

Model Hardware Standard announcement

▪The Model Hardware Standard is model-agnostic and designed to work with any device that has a programmable interface
▪Anthropic PBC previously introduced the Model Context Protocol in 2024 to standardize how artificial intelligence models interact with different software programs and data sources
▪The Model Hardware Standard replaces disparate device-specific application programming interfaces with a single, unified interface providing standardized configuration commands
▪Anthropic PBC announced the Model Hardware Standard on August 27, 2026, to allow artificial intelligence assistants to operate physical devices in scientific research and advanced manufacturing

Scientific instrument automation

▪In an internal test, Anthropic PBC had Claude generate an instrument control script that automatically adjusts the position of lasers to reduce costs compared to inference-based workflows
▪Quantum computing startup QuEra Computing Inc. is using the Model Hardware Standard and Anthropic's Claude to coordinate the lasers with which it programs its quantum computers
▪The Model Hardware Standard allows researchers to create a file describing key instrument properties, such as a robotic arm's weight or a sensor's detectable wavelengths, to help agents avoid configuration mistakes
▪The Howard Hughes Medical Institute collaborated with Anthropic PBC to develop the Model Hardware Standard and built an artificial intelligence agent that automatically manages microscopes

Phased rollout with partners

▪Anthropic PBC released the Model Hardware Standard under a research preview on August 27, 2026, to a limited number of partners to develop safety features before a broader release
▪Anthropic PBC plans to make the Model Hardware Standard available under an open-source license, allowing any device manufacturer to adopt it
▪Amazon Web Services Inc., Hugging Face Inc., and several industrial robot suppliers are working to integrate the Model Hardware Standard with their products

Manufacturing robotics applications

▪The Model Hardware Standard is designed to enable artificial intelligence agents to control manufacturing equipment and execute autonomous, round-the-clock workflows with minimal human intervention
▪Alek Kemeny, a quantum physicist who co-led the development of the standard, stated that the Model Hardware Standard allows Claude to view robots on a factory line and optimize behavior without bespoke code

Anthropic hardware expansion strategy

▪Anthropic PBC recently hired Caitlin Kalinowski, a hardware executive who previously worked at OpenAI, Meta, and Apple, to support its hardware efforts
▪Anthropic PBC is building out a silicon team to design custom chips for its artificial intelligence models