The argument isn't that multi-agent development is impossible—people currently deploy functional software using agents and will likely continue doing so. Rather, current implementations implicitly resolve coordination problems through ad-hoc mechanisms lacking formal guarantees or failure mode analysis. Distributed systems literature provides precise formalisms for these mechanisms, forty years of theorems delineating solvable problems, and clear guidelines for technique application.
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Not the day you're after? Here's the solution to yesterday's Strands.
In this tutorial, we explore the latest Gemini API tooling updates Google announced in March 2026, specifically the ability to combine built-in tools like Google Search and Google Maps with custom function calls in a single API request. We walk through five hands-on demos that progressively build on each other, starting with the core tool combination feature and ending with a full multi-tool agentic chain. Along the way, we demonstrate how context circulation preserves every tool call and response across turns, enabling the model to reason over prior outputs; how unique tool response IDs let us map parallel function calls to their exact results; and how Grounding with Google Maps brings real-time location data into our applications. We use gemini-3-flash-preview for tool combination features and gemini-2.5-flash for Maps grounding, so everything we build here runs without any billing setup.
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