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README.md

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 # marvy-14B-lora
 
-LoRA adapter for [Qwen/Qwen2.5-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct),
-specializing it for the **full ServiceNow delivery lifecycle**.
-
-This is the **adapter-only** release (~175 MB). For ready-to-run weights see the
-merged model [`MainStack/marvy-14B`](https://huggingface.co/MainStack/marvy-14B)
-or the quantized [`MainStack/marvy-14B-GGUF`](https://huggingface.co/MainStack/marvy-14B-GGUF).
+**LoRA adapter for marvy-14B — the first open model for the full ServiceNow delivery lifecycle. Compose on top of Qwen2.5-14B-Instruct.**
+
+This is the **adapter-only** release (~175 MB). Apply it on
+[`Qwen/Qwen2.5-14B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct)
+to specialize the base for end-to-end ServiceNow delivery work. For ready-to-run
+weights see the merged model
+[`MainStack/marvy-14B`](https://huggingface.co/MainStack/marvy-14B) or the
+quantized [`MainStack/marvy-14B-GGUF`](https://huggingface.co/MainStack/marvy-14B-GGUF).
 
 > Released under **Apache-2.0**. Built with Qwen — see `NOTICE`.