Progress in Local LLMs: Speed, Context, Vision. Efficient Memory: KVzip and Large Contexts. Model Context Protocol: Open Standards and Ecosystem Growth. Tool Use and Agent Training: Multi-Turn, Streaming, and Production Choices. Embeddings and Reranking: Qwen3, MiniMax-M1, and ArxivXplorer