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AI Systems & Governance
How do AI capabilities become reliable participants in real work?
17 articles in this Lens
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The Semantic Supply Chain: Capability Contract & Inputs
Before deploying enterprise AI, define capabilities, boundaries, inputs and expectations. A practical capability-contract approach.
Read articleThe Missing Control Layer
Enterprise AI cost control is not only a finance question. It is a workflow design question. Hard caps protect budgets, but they can break legitimate work already in motion. The next control layer must decide what should stop, slow, queue, or complete, and which trade-offs users need to see.
Read articleRelevant Series
The Semantic Supply Chain
A system view of enterprise GenAI, from capability boundaries and evidence to grounding, autonomy and operational control.
Explore seriesInstruction Governance
From defining acceptable behavior and encoding failures into tests to federated ownership and risk-scaled governance.
Explore seriesAll writing
The Missing Control Layer
Enterprise AI cost control is not only a finance question. It is a workflow design question. Hard caps protect budgets, but they can break legitimate work already in motion. The next control layer must decide what should stop, slow, queue, or complete, and which trade-offs users need to see.
Read articleAgent Count Is Not a Strategy
More agents do not automatically create more leverage. They create more coordination, verification, and accountability work. The real strategy is knowing when agent complexity creates control, and when it only creates sprawl.
Read articleWeekend Reflections #13 | AItiquette
Etiquette works when people agree to follow it. Governance is needed when they do not. The agentic internet needs its own version of one principle: remember the human, even when no human is on the other side.
Read articleWeekend Reflections #12 | The Speed Collapse
I was testing local LLMs and switched to a smaller model for speed. Then I stopped and asked: why do I need it faster? Past a certain point, speed doesn't improve the experience. It removes your ability to stay meaningfully involved.
Read articleA Skill Is Not Just a Text File
Read articleThe Semantic Supply Chain: The Control Tower
An enterprise AI control tower makes actions observable, auditable and governable without turning governance into a bottleneck.
Read articleThe Semantic Supply Chain: The Autonomy Ladder
A practical framework for deciding how much authority AI agents should have based on risk, reversibility and accountability.
Read articleThe Semantic Supply Chain: Engine and Grounding
Grounding enterprise AI requires more than retrieval. Learn how evidence, source quality and system design move answers from plausible to reliable.
Read articleThe Semantic Supply Chain: Capability Contract & Inputs
Before deploying enterprise AI, define capabilities, boundaries, inputs and expectations. A practical capability-contract approach.
Read articleThe Invisible Skeleton: Why Governance Is the Price of Freedom
Governance does not have to be a cage. Good constraints make AI systems safer, more predictable and easier to scale.
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