JEVision, published by heack / PenEcho, 2026. Model modifications: image-aware training, trained LoRA and pointer-head checkpoint step 7000, custom image/text inference integration, and optimized W8A8 engine. The publisher's model contribution is offered under CC BY-NC-SA 4.0 or the separate commercial grant in COMMERCIAL-LICENSE.md. Upstream Qwen3.5-4B-Base by the Qwen team is Apache-2.0 licensed. https://huggingface.co/Qwen/Qwen3.5-4B-Base Revision: 1001bb4d826a52d1f399e183466143f4da7b741b See LICENSE-QWEN. The base weights are downloaded separately. Pointer-head serialization and checkpoint architecture follow Kev by Jared Palmer. https://github.com/jaredpalmer/kev Revision: 557598fced1dada75dfbf36ed144dce309ac6ceb https://huggingface.co/jaredpalmer/kev-4b See LICENSE-KEV. Upstream portions retain their Apache-2.0 rights. Third-party dependencies are separately licensed by their authors. This release's noncommercial conditions do not revoke or replace independently granted upstream rights. No endorsement by upstream authors is implied.