According to @DeepLearningAI, Groq’s Head of Developer Relations Hatice Ozen demonstrated building a deep research agent via a single API call at AI Dev 25 x NYC, with the full session available at youtube.com/watch?v=W3f9Mdyc_Xg, source: DeepLearning.AI on X, Dec 11, 2025. The workshop showed a compound system that combines web search, code execution, and multi-step reasoning in one call with zero orchestration code, source: DeepLearning.AI on X, Dec 11, 2025. The session emphasized that instant inference enables intelligent server-side orchestration and clarified when to use direct APIs versus frameworks, source: DeepLearning.AI on X, Dec 11, 2025. For trading context, the concrete takeaway is validated latency reduction and orchestration simplification for AI agents as presented, which market participants tracking AI infrastructure and agent tooling can note, source: DeepLearning.AI on X, Dec 11, 2025.