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README.md

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+# DifferenceLabs
+
+**DifferenceLabs** is an open research initiative focused on **Diffusion Language Models (DLMs)**.
+
+We explore diffusion-based approaches to language generation, where models generate full sequences in parallel through iterative denoising — instead of token-by-token like traditional autoregressive models.  
+This can lead to **faster inference** and **better GPU utilization**.
+
+## What We Do
+
+- Research diffusion-based language models  
+- Build experimental architectures and training pipelines  
+- Share open, reproducible research  
+- Explore efficiency and scalability improvements  
+
+## Projects
+
+This org hosts research code, experiments, and supporting tools related to diffusion language modeling.