Tuna-2: Pixel Embeddings Beat Vision Encoders for Understanding, Generation

**Brief Summary (2‑3 sentences)** Tuna‑2 is an open‑source model that replaces traditional vision encoders with pixel‑level embeddings, delivering superior perf