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01 ·Accelerators·★ MEMBER·9 min read The Inference Chip Wars — Inside the Design Philosophies of Groq, Cerebras, and the LPU Inference-only chips exist because decoding is limited by reading, not by arithmetic. From zero background: the two answers — put everything in SRAM (Groq/LPU) and make the chip a whole wafer (Cerebras) — the software counterattack, and the arithmetic you need to read the market without swallowing vendor benchmarks whole.