- `[2026-07-08]` **Angel (allura-org/MS3.2-24b-Angel) self-quanted to NVFP4 = GARBAGE.** llm-compressor W4A4 NVFP4
  (compressed-tensors, MLP-quantized, attn/vision bf16) of the Mistral3 dense 24B produces gibberish EVEN AT GREEDY
  (temp 0) → the quant itself is broken, not the tokenizer or sampler. Same recipe worked on the qwen models.
  Mistral3 + W4A4 NVFP4 via llm-compressor is bad. → for the RP seat, going **GGUF (llama.cpp)** to sidestep the
  whole NVFP4-quant surface.