Benchmarking Edge Silicon: NPU vs GPU Inference
NPUs promise efficient edge LLM inference, but how do they actually compare to discrete GPUs under real production workloads?
Tag: edge-ai
LiteRT-LM Deep Dive: Engineering LLM Inference for the Edge
How Google's LiteRT-LM framework handles session cloning and KV-cache management to run models like Gemini Nano natively on-device without exploding your memory.
· StrategyThe ROI of Edge AI: Shifting Inference from Cloud to Prosumer Hardware
The economic case for deploying local LLMs to eliminate API costs and latency. Why relying entirely on cloud inference is a massive tax on your margins.