Local LLMs: Performance, Workflows, and Optimization. Model Support and Emerging Architectures. Advancing LLM Safety, Multi-Agent Pipelines, and Security. LLM Evaluation: Rethinking Benchmarks and Benchmarking Methods. Scaling Audio and Symbolic Music Models