SambaNova's SN50 chip enables 1-2,000 tokens/sec on frontier models with 10T parameters on a single air-cooled 20kW rack, delivering the speed and efficiency General Compute needs…

Cerebras achieves exceptional inference speed but hits a wall on large model scaling where costs become prohibitive, making it unsuitable for General Compute's frontier model targ…

Nvidia's healthy margins and circular financing deals subsidize demand but its Vera Rubin/Groq architecture requires 80 back-and-forth trips per token for large models, making it…

Groq's attention-FFN disaggregation forces 80 round-trips per token on 80-layer models, creating insurmountable latency for large model inference despite fast single-chip performa…