imatrix

Config-driven asymmetric quantization for DeepSeek-V4-Flash: a recipe (per-family quant types + imatrix) -> a quantized GGUF, with a live web dashboard. Wraps ds4.

RAMP: RL-guided Adaptive Mixed-Precision quantization for GGUF models. Data-free sensitivity analysis, evolutionary search, per-tensor type optimization. Produces hardware-optimized GGUF for consumer GPUs.

Automated GGUF quantization, imatrix calibration, and perplexity evaluation lab for local LLMs

Shrinking Qwen3.5-35B-A3B on one 16 GB GPU: MoE expert pruning (REAP), router distillation and GGUF quantization, with interactive lessons and every command

Home Assistant integration for iMatrix IoT sensors and gateways. Displays live sensor data, device status, and last seen timestamp.