AI4Research: Mapping the State of AI Science. Engineering the AI Ecosystem: Local LLMs, Hardware, and Model Support. Agentic AI, Multi-Agent Memory, and Model Context Protocols. Hybrid Models, Inference Optimization, and Multimodal Pipelines. Multilingual and Domain-Specific Models: Local, Specialized, and Culturally Tuned AI