Contrastive Language Model (CLM) introduces a new projection head for the Qwen3‑8B model, providing full API compatibility with the Jev framework while not being a subset. Despite functional parity, CLM exhibits trade‑offs in generalization ability, context‑scale handling, and architectural efficiency compared to Jev. The project is hosted on GitHub and Hugging Face under the Contrastive‑LM organization.