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keith-nielsen/README.md

Keith Nielsen

Independent Researcher · AI Governance · Ethics · Magnetics · Solar-Terrestrial Physics

ORCID GitHub

I work across the governance of artificial/super intelligent systems and also physical sciences. My research spans the design of auditable agentic AI systems for high-stakes production-grade environments, formal frameworks for Fair-dealings Game Theory in large-scale governance, and solar magnetic forcing of Earth's deep interior.

🔭 Current Projects

Each project's own README is the source of truth; the badges below update themselves.

Artificial Intelligence & Governance

Project What it is Status
2026-AI-Harness-Kent Agentic AI safety harness for high-governance production environments. 🚧 Work in progress
release
2026-AI-Prompt-Privacy-Enhancement Testable privacy harness that keeps identifiers and secrets in LLM prompts from leaving in the clear. 🚧 Work in progress
release
2026-AI-Value-Memory-Mining Spec-driven (OpenSpec) personal knowledge system built on the Value Memory Mining methodology, published as a forkable Obsidian vault template. 🚧 Work in progress
release
2026-Ethics-Humanities-Society-Game-Theory-Governance Fair-dealings Game Theory frameworks for large-scale governance, covering the ethics, humanities, and societal implications of algorithmic decision-making. 🥷 Stealth mode · Paused due to workload

Physical Sciences

Project What it is Status
2026-Sun-Earth-Magnetic-Coupling Cross-disciplinary energy framework for solar forcing of Earth's interior, written as a synthesis preprint with empirical tests on public data. 🚧 Work in progress

🧭 Research Areas

Agentic AI

  • Auditable agent architectures
  • Safety harnesses for production AI
  • Human-in-the-loop governance frameworks

Governance & Ethics

  • Fair-dealings Game Theory and mechanism design
  • Ethics of algorithmic governance
  • Humanities perspectives on sociotechnical systems

Physics & Geophysics

  • Magnetohydrodynamics (MHD) and space plasma physics
  • Solar-terrestrial coupling and space weather
  • Geomagnetic field dynamics
  • Geodynamo and core–mantle electromagnetic coupling

📫 Contact

This profile is a living document; repositories and research notes are added as work progresses.

Pinned Loading

  1. 2026-AI-Value-Memory-Mining 2026-AI-Value-Memory-Mining Public template

    Value Memory Mining personal knowledge system — OpenSpec SDD showcase + forkable vault template

    Python 1

  2. 2026-AI-Harness-Kent 2026-AI-Harness-Kent Public

    Agentic AI safety harness for high-governance production environments.

    Python

  3. 2026-Sun-Earth-Magnetic-Coupling 2026-Sun-Earth-Magnetic-Coupling Public

    Sun-Earth Magnetic Coupling: A Unified Energy Framework for Solar Forcing of the Earth's Interior — a cross-disciplinary synthesis paper (preprint in prep).

    TeX 1

  4. keith-nielsen keith-nielsen Public

    Profile README — research in magnetics, solar-terrestrial physics, AI governance, and ethics.