Tenstorrent’s Japan Push: One Architecture to Challenge GPU Dominance in Sovereign AI
By: Alex Mercer – SeaPRwire – Enterprises chasing AI performance hit the same wall fast. Models keep evolving. Hardware bets lock in. Switching costs climb. Tenstorrent claims a different path. One architecture that handles language, video, and agentic workloads faster than GPUs while scaling from a licensable core to massive superclusters over plain Ethernet. At TT-Deploy JP, the company backed those claims with fresh records, a new CPU IP, and its biggest deployment yet in Japan. The numbers stand out. On Kimi K2.6, Tenstorrent Galaxy Blackhole superclusters deliver 900 tokens per second per user, three times faster than GPUs. DeepSeek-R1-0528 671B reaches over 400 tokens per second per user, improved from earlier benchmarks. For video, LTX 2.3 Fast generates roughly six-second clips at 144 frames in 1080p with audio and lip-sync, four times quicker than GPU setups. These gains span different model families on the same foundation. Capacity grows near-linearly when add...