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Notes for moving ahead on AI.

Practical writing on applying AI to workflows that matter — written to help you move with caution where necessary and confidence when in doubt.

The ideas and the judgement are human; AI helps with the research, the detail and the structure, and a person decides what is true and what is worth saying.

6 min read

Accountable autonomy: five levers for AI you can let act

Nobody trusts an AI to do all the coding, all the clearance or all the operations — and they are right. Five levers that make AI work bounded, attributable and verifiable, with a worked invoice example.

Agentic AI · Workflow design · Risk controls

14 min read

FORGE: the ten-layer stack for building an accountable AI workflow

The build layer: ten open-source components, one per job, wired together so it runs — with a copyable reference table of defaults and credible alternatives, and the six steps that keep a first build honest.

Agentic AI · Workflow design · Method

11 min read

ORBIT: keeping an AI system good after it goes live

The operations delta: five disciplines — Observe, Review, Bound, Improve, Triage — that keep an AI workflow right after it goes live. The companion to the BEACON design article, with the same worked example six months later.

Agentic AI · Workflow operations · Method

12 min read

BEACON: six questions to answer before your AI goes to production

The design delta: six questions — Candidacy, Economics, Architecture, Boundary, Oversight, Navigation — that make an agentic AI system production-ready. With a worked refund-agent example.

Agentic AI · Workflow design · Method

7 min read

The Three Constraining Forces for Agentic AI Design

Probabilistic output, consumption-based cost and evolving models were always true of AI. Once an agent acts rather than responds, each one carries a different consequence — and demands a different design discipline.

Agentic AI · Workflow design · Operations

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