July 2025 focused on stabilizing the LlavaNextVideoOpenVINOConfig integration in huggingface/optimum-intel. A critical attribute naming typo was corrected to prevent potential runtime errors when accessing the LlavaNextVideoOpenVINOConfig's 'multi_modal_projector' attribute. The fix was implemented as a targeted change in the model config (commit 1a10775b5832802e742ce971174994973e5ccc74) and reduces production risk for OpenVINO-based video pipelines. This work enhances reliability for end users, supports safer deployments, and provides a clearer path for future LlavaNextVideo improvements.