Autonomous AI Agent Workflow Orchestrator

flowchart TD
    subgraph UserInput [Goal Definition]
        Goal[Natural Language Goal] --> Agent[Orchestrator Agent]
    end
    subgraph PlanningLoop [Reasoning & Tool Loop]
        Agent --> Plan[Structured Plan Decomposition]
        Plan --> ToolSelect{Select Tool & Generate Args}
        ToolSelect --> Validate[Pydantic JSON Schema Validation]
        Validate -- Valid --> Exec[Execute Sandboxed API Tool]
        Validate -- Invalid --> Correct[Self-Correction Prompt Loop]
        Correct --> ToolSelect
        Exec --> Reflect{Evaluate Tool Output}
        Reflect -- Next Step Needed --> ToolSelect
        Reflect -- Goal Complete --> Final[Synthesize Final Result]
    end
    subgraph Telemetry [Audit & Safety]
        Exec --> Audit[(PostgreSQL Step Audit Log)]
        Reflect --> Guard[Iteration Limit & Budget Guardrail]
    end