Tencent Cloud Developer
Tencent Cloud Developer
Jul 2, 2025 · Artificial Intelligence

Big Model Evolution: From Transformers to Enterprise Deployment

This article surveys the rapid evolution of large language models from the Transformer breakthrough to trillion‑parameter capabilities, explains key techniques such as self‑attention, MoE and KV‑Cache, explores practical aspects like temperature tuning, sales AI applications, and compares private versus cloud deployment strategies for enterprises.

Enterprise DeploymentKV cacheTemperature
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Big Model Evolution: From Transformers to Enterprise Deployment