Update README.md

README.md

@@ -17,10 +17,8 @@ tags:
 # moss_image_base_dmd2
 
 An 8-step LoRA (rank 128) for [MOSS-Image-Base](https://huggingface.co/OpenMOSS-Team/MOSS-Image-Base), distilled by distribution
-matching: 8 forwards at CFG 1, without a negative prompt, in place of the base model's
-50 guided steps. It adapts only the transformer; the text encoder (Qwen3.5-9B), VAE
-(FLUX.2 small decoder), tokenizer and inference pipeline are MOSS-Image-Base's,
-unchanged. How it was trained is in [TECH_REPORT.md](TECH_REPORT.md).
+matching. Inference is 8 forwards at CFG 1, without a negative prompt, in place of the base model's
+50 guided steps. Training details in [TECH_REPORT.md](TECH_REPORT.md).
 
 It was trained on MOSS-Image-Base, but should work with most fine-tunes of it and with
 other LoRAs: load it alongside them, at strength 1.
@@ -38,7 +36,7 @@ other LoRAs: load it alongside them, at strength 1.
 | `workflows/moss_image_base_dmd2_8step_api.json` | The same workflow in ComfyUI's API format |
 
 Both LoRA files make the same weight change; the ComfyUI file packs each block's q, k and v
-LoRAs into one exactly equivalent LoRA on ComfyUI's fused `qkv` projection.
+LoRAs into one equivalent LoRA on ComfyUI's fused `qkv` projection.
 
 ## Sampling