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Beyond Static Prompts: Building Scale-Proof, Polymorphic Multi-Agent Systems with Google's ADK | Google Cloud Blog

… The following lifecycle sequence details the exact transaction loop as the system transitions from initial user discovery to metadata enforcement: The transaction loop shifts smoothly across four lifecycle phases to process input text: Phase 1: Context Discovery Steps 1–3 : The orchestration agent … …

Jul 1, 2026 · Hasan Rafiq