Discussion Papers

In-depth exploration of emerging issues, frameworks, and practices in human-AI collaboration.

Discussion Paper: AI Transparency Standards and Practices

1st January 2026

An exploration of transparency requirements and standards for AI systems in institutional settings, examining current practices and emerging frameworks.

Discussion Paper: Governance Models for Human-AI Collaboration

1st January 2026

Analysis of different governance models and their application to human-AI collaboration frameworks across various institutional contexts.

Discussion Paper: Accountability Mechanisms in AI Systems

1st January 2026

Examination of accountability mechanisms and their implementation in AI systems, including oversight, audit, and responsibility frameworks.