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Canon Beast edited this page Aug 24, 2026 · 7 revisions

Agentic CoE

The operating model, governance, and quality gates that move agents from pilots to production.




Most enterprise AI programs do not fail on the technology

They fail because nothing around it is built to fund it, govern it, or scale it.


Agents get deployed by whoever had budget.

Nobody can say how many are running.

The first real incident arrives before anyone has designed what happens next.


That is not a model problem, an infrastructure problem, or a talent problem.

It is an operating model problem, and it is the one nobody assigns an owner.



The question that finds it early

"If this agent gives the right answer to the wrong question, how would you know?"


Not rhetorical.

It needs a specific operational answer before architecture work begins.

The most dangerous response is a confident, fast one from a team that has never considered it.



Where the material comes from

623+ case studies and production implementations reviewed.

65+ practitioner interviews. CTOs, CIOs, VPs, data scientists, and the people running these systems.

Direct enterprise delivery across healthcare, financial services, telecom and complex operations.


The bias throughout is toward how things fail and how you would know, rather than how to build them.

Failure modes transfer. Success stories mostly do not.



The spine

Seven stages listed in order with the question each answers: Select, Diagnose, Classify, Build, Ship, Operate, Scale. A dashed red line returns from Operate back to Diagnose, labelled as the loop most programmes never build

One question per stage. One framework per question, and each has one job. The dashed return is where the three drifts live, and it is the loop most programmes never build.


The full spine, with every framework's definition →



The map

Seven groups. Each answers a different question, and they are meant to be read in the order a programme actually meets them.


Linked pages are live. Unlinked names are planned and honest about it rather than linked to nothing.


Operating model

What does this function do on a Tuesday?

The Agent Factory · The talent stack · Why programs stall


Frameworks

What are the instruments, and what does each one decide?

The framework spine · Agent patterns · The Seven-Layer Stack · Choosing what to build


Governance and assurance

What stops it, and what notices when it stops working?

The agent registry · The three drifts · Governance as code · Adaptation is change control


Playbooks by phase

What do we actually do, in what order?

The three proof gates · The deployment ladder · The first 90 days · Migrating an RPA estate


Value and the CFO

How is this funded, and how do we know it worked?

Value realisation · Finding the work


People and trust

Who runs it, and why will anyone use it?

NORTH and the trust ladder · The seniority ladder · People, power and politics


Reference

What do the words mean, and why should you believe any of it?

Reading list · Glossary · The evidence standard



What is published and usable today

Seven tools, each one standing alone. You need none of the others to use any of them.


Agent Card · Pre-Flight Checklist · BXT Scorecard · RAG Smell Test · Danger Zones Checklist · MCP Catalog · Skills Catalog


What each one is for, and when to reach for it →


Tools are published when they are finished and field-tested.

Never as placeholders.



Unevenly deep, deliberately

Grounding is the developed layer: failure modes, chunking, hybrid search, evaluation, cost engineering, platform guides. Six years of applied work.

The other six layers of the stack are mapped but thinner, and the pages say which.


Where a page is thin, it says so.

How the evidence here is judged → · What is not verified → · Corrections →



The practitioner side

This answers how does an organisation industrialise this.

Two companion courses answer how does a practitioner build one that survives.


From Vibe Coding to Agent Engineering · Part 1 · beta

Agent Reliability Engineering · Part 2 · The 3pm Test



By Mario Lazo. Co-author of AI Data Privacy and Protection, Technics Publications, 2024.

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