← Human-AI Dynamics & Behavioral Architecture — Catalyst Ledger
H11-CAT-02Kinetic Protocol
Human-in-the-Loop (HITL) Quality Assurance & Bias Auditing
Replaces: Sociology and Behavioral Research
Core capability
Acting as the critical human psychological filter for AI outputs, identifying systemic biases (racial, economic, gender) before they are deployed to the public.
What this replaces
Sociology and Behavioral Research.
Verification threshold
The successful prevention of a discriminatory algorithmic output in a live corporate setting, verified by an external fairness audit.
The Progression Plan
Module 1: The Progression Plan
- Phase 1 — Bias Identification29 min
- Phase 2 — Kinetic Friction - The Automation Trap59 min
- Phase 3 — Synthesis - Live Deployment32 min
- Credits
- 3
- Estimated hours
- 38h
- Lessons
- 3
- Modules
- 1