Manna Maker: An AI-Orchestrated Cognitive OS

An AI-Orchestrated System for Google Cloud ADK where a Gemini agent, governed by a "Human-in-Command" protocol, synthesizes emergent, strategic dossiers that solve "brittle logic.

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Architecture Diagram Explanation: Manna Maker Cognitive OS™ The Manna Maker Cognitive OS™ powers SPORTSΩmegaPRO², orchestrating a 9-stage CSMP workflow for dossier generation. Key technologies include:

  • User App (Flask): Initiates the process via sportsomega.com, triggering the ADK pipeline (Stage 1).
  • ADK Orchestrator (Google): Manages the workflow, calling agents and tools iteratively.
  • @adk.agent('chief_scout'): A Gemini-powered agent (gemini-2.5-flash-preview-05-20) executing Stages 2-9, including Initial Analysis, News Synthesis, Narrative Synthesis, Hidden Gems, Alternative Perspectives, and Final Dossier Structuring.
  • perplexity_query: Generates SUPERGROK queries (Stage 4) using llama-3.1-sonar-large-128k-online.
  • @adk.tool('run_perplexity'): Executes research queries (Stage 5) via TargetedPerplexityResearchTool, fetching data like NHL team records.
  • Perplexity AI Wrapper: Integrates findings (Stage 6) and refines state, collaborating with ResearchOrchestratorAgent.
  • BaselineDataTool: Provides initial data (Stage 2) for icehockey_nhl matches.

Interactions:

  1. User App triggers ADK Orchestrator.
  2. Orchestrator calls ChiefScoutAgent for analysis (Stages 2-9).
  3. ChiefScoutAgent generates queries via perplexity_query.
  4. run_perplexity tool executes research, feeding Perplexity AI Wrapper.
  5. Wrapper integrates findings back to ChiefScoutAgent.
  6. Process loops until Stage 9 completes, caching the dossier.

This system embodies the "Human-in-Command" paradigm, guided by Master_Cognitive_Directive.md, ensuring strategic alignment. Logs (e.g., 2025-06-13 07:47:23) confirm successful execution.

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