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 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.

Organizational knowledge as connective tissue between people and an AI system — the missing context layer

Organizational Context Is Still the Bottleneck

Everyone is shipping agents. Almost no one is fixing the context they run on. A year into the pilot bonanza, the organizational context gap is exactly where it was — and it's why teams still feel behind.

An athlete in racing kit standing on a track beside officials in coats and high-visibility vests — the operator and the stewards, side by side

Athletes and Stewards

Most companies are arguing about whether to hire AI people or upskill domain people. There are two roles. And the second one — what most still call the domain expert — has quietly become a steward of the context the AI is actually reading from.

A figure standing on stacked, terraced platforms — layered structures rising into mist, illustrating abstraction layers in modern systems

If You're Abstracting Correctly, You Don't Feel Lost

The disorientation people feel right now isn't about pace. It's about being on the wrong layer for the problem — and forgetting that the wisdom for the right layer is older than most of us.

Four merged faces forming a single composite portrait, representing the four quotients — IQ, EQ, AQ, and CQ

The Four Quotients: Why IQ and EQ Aren't Enough Anymore

We grew up optimizing for IQ. Then EQ became the differentiator. The leaders who actually navigate the AI era are running on two more — AQ (adaptability) and CQ (curiosity).

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