8am☕Coffee

Microsoft Research addresses tool-space interference in large-scale AI agent ecosystems, outlining design principles to ensure tools and agents interoperate reliably as capabilities grow. The guidance emphasizes patterns that reduce conflicts, improve orchestration, and deliver more predictable behavior, enabling organizations to build robust, multi-tool agent frameworks that scale without sacrificing stability or performance.