Open Models, Local Tools, and the New AI Stack. Local Model Integration: Promise and Pain Points. From Orchestration Layers to Agentic Systems: Where Value Shifts. Evaluation, Benchmarks, and the Reality Gap. Multimodal and Video AI: Wan2.2 and Ming-lite-omni v1.5