Isolation and sandboxing for tool-using LLM agents prevent AI systems from leaking data, accessing unauthorized tools, or being manipulated by malicious prompts. As AI agents become more autonomous, sandboxing is no longer optional-it's essential for security.
Grounded web browsing lets AI agents search live websites for real-time info, fixing outdated answers. It's now powering enterprise tools with 72%+ accuracy-but comes with high costs, technical hurdles, and big ethical questions.