The Operating System for the AI Era

Governance. Context. Control.

A body of work on how leaders build, govern, and orchestrate intelligent systems — from context engineering to agentic architectures to the transformation operating model.

The AI Executive's Handbook: Harnessing the Ungoverned Machine by Misha Sulpovar
The Discipline

The Framework

Four interconnected domains that define how organizations navigate the AI era. Each is a body of research, not just a topic.

Latest Research

Recent Work

A ContextNest vault distributing governed context to isolated agent roles versus dumping everything into one shared context

What Coding Agents Ship When You Govern Their Context

I gave the same coding model the same vague request three ways, changing only which context each step was allowed to see. On a real app, the difference was the gap between a demo that renders and software that works.

A study with labeled boxes for Requirements, Research, Prototype, Implementation, and QA agents, under a chalkboard reading Strategic Ignorance, and a card that says let them forget so they can improve

Strategic Ignorance

I have argued a lot for broad context. Here is the nuance: the value is not more context, it is the right context, at the right time, for the right purpose. Sometimes the highest-leverage move is making an agent forget.

A governance layer deciding which artifacts are approved, current, and verified before retrieval runs

What 'Context Governance' Actually Means

The plain-language version of our arXiv paper: the layer beneath retrieval that decides whether an artifact was approved, current, and verifiable before the agent ever reads it, and two experiments showing why that layer is cheaper and more correct.

A knowledge graph forming a brain over a terminal — a governed context frame for a second brain

Your Second Brain Needs a Better Context Frame

Notes pile up, the AI forgets, and the whole thing turns to slop. The missing piece isn't a better model or another app — it's a context frame. Here's the one I built, on video, plus a guide you can hand to your own AI.

A hash-chained, version-verified context layer sitting beneath retrieval and an AI agent

Context Governance, Now With a Paper

ContextNest is now a peer-reviewable spec. Our new arXiv paper formalizes context governance — the layer beneath retrieval that decides what's approved, current, and verifiable — and backs it with two controlled experiments.

Clinical AI moving from retrieval-only tools toward governed, frontier-model reasoning

Healthcare Is Quietly Moving Past RAG

Specialized medical AI tools like OpenEvidence were supposed to beat general models by retrieving over peer-reviewed literature. In 2026 benchmarks, general frontier models are catching and passing them. The lesson isn't that RAG is dead — it's that retrieval was never the moat.

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Governance frameworks, agentic architecture patterns, and strategic implementation insights. For leaders building the AI era.