Reading up on AWQ
2 deep · digging since nov 24, 25
- On-Device LLMs: State of the Union, 2026 – Vikas Chandra – AI Research @ Meta
Billion-parameter LLMs now run in real time on phones due to advances in model compression, quantization, and efficient architectures, not just faster chips.
- How LLM Inference Works
LLM inference works by tokenizing input, computing embeddings through transformer layers, then generating tokens autoregressively with KV caching and quantization optimizations.