Anthropic explores custom chip partnership with Samsung

Anthropic was discussing a custom chip partnership with Samsung Electronics as the San Francisco AI company pushed to gain more control over the hardware that powers training and inference. The talks were early, and Anthropic had not committed to a specific design or use case, but the outreach showed how quickly frontier AI firms were moving from renting compute to trying to shape the silicon underneath it.

Anthropic had already floated the idea of building its own chips in April as AI chip shortages strained the market, but the company still could have decided to keep buying processors instead of designing any. Anthropic said it continued to rely on a diversified hardware stack that included chips from Google, Amazon and Nvidia, which remained central to its compute strategy. The company also said it had nothing further to add about the Samsung discussions.

The timing highlighted how custom silicon has become one of the defining competitive moves in AI. OpenAI and Broadcom unveiled Jalapeño on June 24, 2026, calling it OpenAI’s first intelligence processor and a multi-generation compute platform aimed at LLM inference. Broadcom said the chip moved from design to production in nine months and was intended for deployment at gigawatt scale with data center partners. Amazon and Google already offer their own custom chips through the cloud, giving the biggest model builders a direct path to hardware they can tune for their workloads.

Samsung could matter because it brings deep semiconductor manufacturing experience and a path into advanced-node production. Reporting around its 2-nanometer foundry roadmap has made it a plausible partner for a company like Anthropic, especially if the model maker wants a leading-edge chip without building fabrication capacity from scratch. Samsung also already works closely with Nvidia, producing chips the company needs to train and run AI models, which makes it both a supplier to the AI incumbent and a potential alternative for its challengers.

The broader stakes extend well beyond one corporate deal. South Korea unveiled a sweeping semiconductor-and-AI investment strategy on June 29, 2026, centered on Samsung Electronics and SK Hynix and framed by President Lee Jae Myung as part of a national industrial push. With more than $576 billion tied to that effort, any Anthropic-Samsung talks sat inside a wider race over compute capacity, manufacturing influence and supply-chain security. For Anthropic, the logic was straightforward: more control over performance, more insulation from shortages, and more leverage in a market still shaped by Nvidia.