From multimodal video control to agentic browsers, this roundup explores tool-first AI (DeepEyesV2), the maturation of vector databases into hybrid retrieval, emerging risks in agent identity and MCP security, SIMA 2 in 3D worlds, and memory-driven agents that learn continuously.