From ArXiv to Production: How Sub-Byte Quantization Breaks LLM's Memory Ceiling

TurboQuant solves the primary bottleneck in LLM serving by enabling sub-byte KV cache quantization without requiring calibration datasets. By transforming theoretical research into the open-source aither-kvcache package, it allows consumer hardware to handle significantly larger context windows.