Introduction
- The AI system I developed was originally conceived for AI-assisted modeling in regulated banking, with business needs and Model Risk Management controls built into the design. It is currently used for live college course delivery.
- It scales production through shared standards, skills, templates, and staged execution while preserving use-case-specific inputs and criteria.
- It embeds separate-context review, impact-based revalidation, human approval, and release traceability.
From Business Need to Production Results
Business Need
- Ad hoc GenAI work left conversations, prompts, sources, and outputs scattered across tools and sessions.
- Hallucinations, retrieval failures, and contradictions could go unnoticed and spread to related outputs.
- Standards, decisions, and approved outputs were not consistently carried into later work, causing rework and drift.
Design Goal
- Build one repeatable workflow that can support more workstreams and output types.
- Set clear intended-use boundaries, review every stage, recheck affected work after changes, and require human approval for final release.
Solution Architecture
- Communication Layer: Turns agreed goals and findings into clear prompts.
- Developer Agent: Completes each stage and makes agreed fixes.
- Reviewer Agent: Independently reviews and challenges each stage output.
- Harness: Runs the stage sequence, applies review gates, and records state and evidence.
- Human Reviewer: Approves final release.
Results
- Repeatable Production: Produces consistent outputs from business requirements and standards.
- Current Use: Supports five college courses and two separately delivered class sections, with expansion underway.
- Controlled Releases: Keeps related outputs aligned, approved, and traceable.
Production Lifecycle and Controls
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Production Demo: College Courses
Featured Demo
Employers need new managers who can set clear goals, solve team problems, make sound decisions, and turn plans into action. DBM201 teaches students practical tools for these tasks. The short excerpt below shows a learner-facing video produced and reviewed through the controlled workflow.
Courses Produced
- DBM 201 - Principles of Management
- DBM 202 - Introduction to International Business
- DBM 203 - Organizational Behaviour
- DBM 204 - Introduction to Finance
- DBM 205 - Business Law
Upcoming Production
- DBM 206 - Professional Sales Skills
- DBM 207 - Communication & Workplace Diversity
- DBM 208 - Workplace Health & Safety
- DBM 209 - Introductory Managerial Accounting
- DBM 210 - Operations Management Fundamentals