Anthropic is officially joining the elite club of "silicon architects." According to reports from The Information, the company has entered the early stages of developing its own AI chips in partnership with Samsung Electronics. While the team is currently defining the functional specs and power requirements for the future hardware, the scale of their ambition is clear from their recent hires. To lead the project, Anthropic poached industry veteran Clive Chan—a key figure behind the custom hardware programs at both Tesla and OpenAI. This move confirms that a full-fledged hardware division is forming within the company, tasked with liberating the Claude model from the dictates of external suppliers.
Vertical integration is becoming the only way for major AI labs to survive while attempting to curb the total cost of ownership (TCO) of their infrastructure. Anthropic is following the path blazed by AWS, Google, and Meta, all of whom realized long ago that Nvidia’s general-purpose solutions are expensive and not always efficient. OpenAI recently validated this trend by unveiling Jalapeño, its first inference chip developed with Broadcom. The logic is simple: hardware tailored to a specific model architecture squeezes significantly more value out of every watt and dollar than waiting in line for the next batch of H100s.
For now, Anthropic is playing a careful double game. Publicly, leadership pledges allegiance to Nvidia, Google, and AWS, whose chips remain the "foundation of their strategy." In reality, we are witnessing a quiet pivot toward hardware sovereignty. The company is clearly hedging against global supply chain volatility and persistent shortages. If this transition from software developer to vertically integrated player succeeds, the economics of deploying Anthropic’s models will shift radically.
The main intrigue lies in how the company will balance its proprietary silicon goals with its deep financial dependence on cloud giants. Google and AWS didn’t invest billions in Anthropic just to watch their client stop renting their compute capacity. It appears we are headed for a complex round of negotiations over exactly whose transistors will be powering Claude’s weights over the next five years.
Main Takeaways
Anthropic is developing proprietary processors in collaboration with Samsung Electronics.
The company hired Clive Chan, a veteran of Tesla and OpenAI’s chip programs, to lead the effort.
The project aims to reduce reliance on Nvidia and optimize the costs of running large-scale models.
This strategy mirrors the vertical integration moves made by OpenAI, Google, and Meta.
"Hardware tailored to a specific model architecture squeezes significantly more value out of every watt and dollar than general-purpose solutions."