According to @DeepLearningAI, at AI Dev 25 x NYC, @ozenhati, Head of Developer Relations at @GroqInc, demonstrated the creation of a deep research agent using a single API call. The workshop highlighted how Groq's compound system integrates web search, code execution, and multi-step reasoning without the need for complex orchestration code. This approach tackles typical challenges such as state management, tool routing, retry handling, and latency in AI agent development. The ability to handle instant inference on the server side allows developers to build sophisticated research tools efficiently, revealing significant business opportunities for enterprises seeking scalable AI solutions with reduced development overhead. Attendees learned practical guidance on when to use direct APIs versus frameworks, showcasing Groq's API as a game-changer for AI-driven research automation (source: @DeepLearningAI, Dec 11, 2025; https://www.youtube.com/watch?v=W3f9Mdyc_Xg).