The AI Brain Meets the Real World: A Guide to Function Calling

March 8, 2026 /Mpelembe Media/ — The provided sources describe the emergence of AI agents designed to automate productivity tasks within the Google Workspace ecosystem. A central development is the release of gws, an open-source command-line interface that unifies various Google APIs into a single, machine-readable format. This tool allows large language models to interact directly with Gmail, Calendar, and Drive by providing structured JSON outputs and pre-built agent skills. Technical tutorials illustrate how developers can use the Vercel AI SDK and Model Context Protocol (MCP) to build assistants capable of managing schedules and conducting web searches. Furthermore, the integration of the Gemini CLI with tools like Google Sheets highlights a shift toward natural language data automation. Together, these resources mark a transition from manual API management to autonomous agentic workflows powered by generative AI. Continue reading →