Cerebras Launches Fourth-Generation AI Inference System CS-4, Doubling Performance and Power Consumption

By: newsletter.semianalysis.com|2026/08/19 02:38:29

Cerebras has launched its fourth-generation AI inference system, the CS-4, which is based on a 5nm WSE-3 wafer. It achieves double the performance by doubling the clock frequency and power consumption. A single CS-4 cabinet houses three wafers and features a modular design with a TDP of approximately 125 to 135 kW. The CS-4 offers an inference speed of nearly 4000 tokens per second per user, about twice that of the CS-3, and supports decomposed inference with heterogeneous systems such as AMD and AWS Trainium. Cerebras claims that the CS-4 provides approximately 2000 times the on-chip memory bandwidth of NVIDIA's Rubin (43 PB/s), although the 44 GB SRAM capacity remains unchanged, necessitating multi-wafer stacking for long-context inference. For example, with DeepSeek V4 Pro (1.6T parameters), around 20 systems are needed for a 1M context window, and about 40 systems for 256 concurrent users, corresponding to a CAPEX exceeding $20 million. Cerebras is collaborating with clients like OpenAI, aiming for an annual performance improvement of about 2 times, with a target of achieving a 20-fold throughput increase by 2027. The cabinet design of the CS-4 will carry over to the next-generation Nexus platform.

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