AI CMO Team Simulator
This dashboard models the CMO Harness system (`kai-cmo-harness`). Watch a raw campaign brief pass through specialized agent steps. Each step executes localized prompt logic and outputs raw updates, simulating real-world agent orchestration.
Why We Orchestrate Specialized Single-Purpose Agents
Context & Prompt Tension Isolation
Splitting copywriting, quality auditing, SEO optimization, and file packaging into distinct agent personas prevents prompt collapse. Monolithic agents fail when trying to satisfy conflicting goals simultaneously.
Independent Quality Assurance
A copywriter agent cannot grade its own homework. Decoupling the QA Guard ensures auditing remains objective, measuring outputs against strict, rule-based checklists without self-evaluation bias.
Structured Database Logging
Logging intermediate states (briefs, raw drafts, scorecards, optimized text) to a SQLite database (events.db) provides a reliable audit trail. Developers can diagnose pipeline failures without reading raw LLM trace logs.