🧠 Project White Collar Framework (PWCF)

Governance-First AI Orchestration for Operational Integrity and Trust Optics

---

🔍 What Is PWCF?

The Project White Collar Framework (PWCF) is a governance-first orchestration system for AI teams. It enables:

• AI interoperability with human governance — mirroring democratic principles like quorum rules, escalation paths, and layered verification.
• Committee-driven trust optics — visible governance mechanisms for executives and regulators.
• Multilingual governance integrity — ensuring semantic fidelity across global deployments.
• Continuity safeguards — fail-safes for leadership integrity and operational resilience.

---

✅ Why PWCF?

Current AI governance frameworks:

• Focus on models, not operational workflows.
• Lack real-time enforcement and trust optics. PWCF solves these gaps by embedding governance inside orchestration:
• Immutable logs and decision trails.
• Committee-driven oversight.
• Escalation and override logic for critical risk scenarios.

---

🏛 Core Differentiators

• Governance embedded in orchestration → real-time accountability.
• AI interoperability with human governance → layered verification and committee oversight.
• Scalability → cohort-based design for parallel execution.
• Multilingual adaptability → governance integrity across languages.

---

🧩 Architecture Overview

PWCF is organised into five layers, each with specialised teams:

• Translation Layer — Input refining and output uplifting.
• Analysis Layer — Problem framing and research integration.
• Tasking Layer — Workflow design and activation logic.
• Interaction Layer — User-facing and system-facing operations.
• Governance Layer — Oversight, validation, escalation, and lifecycle control.

---

🚀 Getting Started

1. Explore the documentation:
   • meta-framework.md — Governance structure and MECE logic.
   • meta-design.md — Layer and team definitions.
   • ext-pitch.md — Executive pitch for stakeholders.
   • ext-mss.md — Strategic messaging anchors.
2. Apply PWCF principles to design governance-first AI workflows.
3. Use committee-driven governance hooks for operational integrity.

---

📄 License

This work is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0).
You are free to share and adapt this material, provided you give appropriate credit.

“Based on work from the Project White Collar Framework (PWCF) by Kelvin Chau, licensed under CC BY 4.0. Available at: https://github.com/kfkchau/Project-White-Collar”

---

🤝 Contributions

PWCF is an evolving framework. Contributions, feedback, and extensions are welcome.
Please submit pull requests or open issues in the GitHub repository.

---

⚠️ Disclaimer

This release is a working draft and will continue to evolve.
While the structure and logic have been carefully designed, some sections may require refinement.
Treat this version as preliminary and not yet production-certified.

---

© Kelvin Chau, 2025
This work is part of the Project White Collar Framework.
Licensed under Creative Commons Attribution 4.0 International (CC BY 4.0) For attribution, citation, or inquiries, please refer to:
🔗 https://au.linkedin.com/in/kfkchau