Beyond GPUs: How Inferentia2, TPUs, Groq LPUs, and Tenstorrent Actually Differ for LLM Serving

An engineering breakdown of inference silicon tradeoffs: latency profiles, compilation requirements, memory ceilings, and when GPU-based dedicated serving still wins.