WHITE PAPER

Bounded Agency
An architecture for
production AI agents

Prompts and policies are not enough. Bounded Agency presents a six-layer architecture for building agentic systems that are reliable, auditable, and safe by design.

30 pages

6 governance layers

Research + experience

For senior leaders responsible for designing, building, or governing agentic systems.

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Deliver reliability and value from AI agents

AI agents can transform how organisations operate. But the autonomy, reasoning and tool use that make them powerful also make them difficult to govern and unreliable in production.

Bounded Agency provides the architectural foundation that lets agents deliver on their promise.

30 pages · cited sources · practitioner guidance

Why prompts and policies alone cannot enforce reliable agent behaviour, and the mechanisms you need to embed reliability and trust

The six architectural layers that make agentic systems reliable, auditable, and safe

How to defend against the specific threats agents face: prompt injection, goal hijacking, and cascading failures across agent chain

How to design observability and audit infrastructure that satisfies regulators without slowing the system down

Who this is for

This white paper is written for the people responsible for deploying AI agents in production environments.

COOs and Business Heads

Accountable for how AI agents operate in production. The white paper covers the controls, oversight, and audit infrastructure that make accountability defensible.

CPOs and Product Heads

Specifying agent-based products. The white paper provides the architectural patterns that turn product requirements into reliable systems.

CTOs and Engineering Heads

Building the infrastructure. The white paper provides a reference architecture connecting code-level controls to organisational accountability.

About the authors

SD

Scott Druck

Co-Founder, Serpin

Scott helps organisations take AI agents from strategy to production. Over twenty years leading complex change and transformation programmes across government, energy, and financial services. Previously CEO of a Financial Times-ranked consultancy. IAPP Certified AI Governance Professional and AWS Certified AI Practitioner.

JD

Julia Druck

Co-Founder, Serpin

Julia leads solution design and development at Serpin. Twenty years of technical, commercial, and product leadership spanning software development, sales, and product management across regulated and growth industries. Developed the first AI financial advice product at a leading UK fintech. Previously led digital product development for Moja, AXA's new digital brand. Certified MindStudio Level 3 developer and AI Operator

About the authors

SD

Scott Druck

Co-Founder, Serpin

Scott helps organisations take AI agents from strategy to production. Over twenty years leading complex change and transformation programmes across government, energy, and financial services. Previously CEO of a Financial Times-ranked consultancy. IAPP Certified AI Governance Professional and AWS Certified AI Practitioner.

JD

Julia Druck

Co-Founder, Serpin

Julia leads solution design and development at Serpin. Twenty years of technical, commercial, and product leadership spanning software development, sales, and product management across regulated and growth industries. Developed the first AI financial advice product at a leading UK fintech. Previously led digital product development for Moja, AXA's new digital brand. Certified MindStudio Level 3 developer and AI Operator

About the authors

SD

Scott Druck

Co-Founder, Serpin

Scott helps organisations take AI agents from strategy to production. Over twenty years leading complex change and transformation programmes across government, energy, and financial services. Previously CEO of a Financial Times-ranked consultancy. IAPP Certified AI Governance Professional and AWS Certified AI Practitioner.

JD

Julia Druck

Co-Founder, Serpin

Julia leads solution design and development at Serpin. Twenty years of technical, commercial, and product leadership spanning software development, sales, and product management across regulated and growth industries. Developed the first AI financial advice product at a leading UK fintech. Previously led digital product development for Moja, AXA's new digital brand. Certified MindStudio Level 3 developer and AI Operator

ABOUT THE WHITE PAPER

Frequently asked questions

What is Bounded Agency?

Do I need a technical background to read this?

How does this relate to EU AI Act compliance?

Is this theoretical or based on real implementations?

What happens after I download the white paper?

ABOUT THE WHITE PAPER

Frequently asked questions

What is Bounded Agency?

Do I need a technical background to read this?

How does this relate to EU AI Act compliance?

Is this theoretical or based on real implementations?

What happens after I download the white paper?

ABOUT THE WHITE PAPER

Frequently asked questions

What is Bounded Agency?

Do I need a technical background to read this?

How does this relate to EU AI Act compliance?

Is this theoretical or based on real implementations?

What happens after I download the white paper?

Read the Bounded Agency white paper

We send occasional updates on our research and developments. Unsubscribe at any time.