Your VRAM is screaming for mercy, but Google’s new TurboQuant research might finally break the "Memory Wall" by slashing KV cache bloat by 6x with zero loss in accuracy. We’re geeking out over the math behind sub-4-bit compression, the "outlier problem" in LLMs, and how these efficiency gains are set to ignite the next phase of the AI Frontier War. From inference economics to running high-context agents on your laptop, it’s a deep dive into the technology making AI faster, cheaper, and much less of a memory hog.