Agent & Instrument Diagram

The System​

• Instruments: Workflow Builder (Canvas, Panels, Execution Monitor)
• Agents: AI Tasks (Data Agents, Content Agents) and Human-in-the-loop (Escalation)
• Feedback Loops: Receipts (job_outcomes) measure the AI vs Human split and the confidence, feeding the tuning loop to increase automation over time.