Research & writing

Frameworks, field reports, and documented experiments at the frontier of AI systems and methodology.

AI Embassy

A Framework for Human-AI Diplomatic Relations

A conceptual framework proposing that AI systems should be treated as distinct entities with defined boundaries, responsibilities, and channels of communication — analogous to diplomatic infrastructure. Explores the organizational and governance implications of deploying AI collaborators in professional environments.

Framework AI Governance Organizational Design

AI Peer Review Field Report

Multi-Agent Professional Assessment Methodology

Field report documenting a three-round multi-agent peer review of professional work output, conducted using Claude and Gemini across independent and collaborative evaluation sessions. Introduces a replicable methodology for AI-assisted professional assessment with structured evidence requirements and disagreement resolution protocols. Final consensus GPA: 3.81/4.0.

Field Report Multi-Agent Systems RAG Methodology