Notes

Some ideas appear first as signals.

These notes capture observations about systems, responsibility, and artificial intelligence before they develop into full essays.

Recent Notes

• AI governance failures will appear operationally before they appear technically.
• The organizations adopting AI fastest are often the ones least aware they are doing it.
• Leadership problems increasingly appear as system boundary problems.

AI Governance Framework

Many of the ideas explored here eventually inform the Marshall AI Governance Standard, a practical framework focused on responsible adoption of artificial intelligence in organizational environments.