Black & White Path

Aug 2, 2026 · Artificial Intelligence

Running a 2.8‑Trillion‑Parameter K3 Model on 4 GB VRAM with AirLLM

AirLLM introduces layer‑wise inference and per‑expert streaming to decouple VRAM usage from model size, enabling the 2.8‑trillion‑parameter Kimi K3 LLM to run on a single consumer‑grade GPU while preserving full‑precision accuracy and offering security‑focused insights.