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Products·Implementation guide

Add governance to the agent you already built.

Framework-specific. Step by step.

One session. No rewrite required.

Why this guide

You have an agent in production. It works. It does not have governance. You know it should - the scan told you that. This guide shows you how to add it without rewriting your system.

25 pages. Framework-specific sections for CrewAI, LangGraph, and Pydantic AI. Code examples you can copy. From scan results to working governance in one sitting.

What you get

The five properties

Identity, restraint, accountability, memory, and charter - implemented in order, with dependencies explained. Build them in the right sequence.

Framework-specific sections

CrewAI YAML configs. LangGraph state schemas. Pydantic AI tool definitions. Code that works in your stack, not generic advice.

Refusal implementation

Six refusal categories with real-world examples. How to build agents that know what they should not do - not just what they can.

Drift detection setup

Behavioral baselines, measurement cadence, and escalation thresholds. Know when your agent has changed before your users do.

EU AI Act mapping

Which governance properties map to which articles. The regulatory context for why this work matters beyond good engineering.

Verification step

Re-run the governance scan after implementation. See your score go from 1/5 to 5/5. Proof that the work landed.

Who this is for

Engineers with agents in production

Your agent works. This guide helps you make it governed. No rewrite required - governance layers onto existing architecture.

Teams adopting CrewAI, LangGraph, or Pydantic AI

Framework-specific guidance means you're not translating generic advice. The examples are in your stack's language.

Technical leads preparing for EU AI Act

Annex III obligations take effect 2 December 2027 under the May 2026 Digital Omnibus (revised from 2 August 2026; provisional political agreement pending Official Journal publication). Article 5 prohibitions and General-Purpose AI rules are live today. This guide maps governance properties to specific articles. Start now, not when the standards land.

Regulatory facts verified 2026-06-06.

Buy the guide

$9.99

PDF download. 25 pages. Framework-specific implementation.

Get the Guide

Includes CrewAI, LangGraph, and Pydantic AI sections with code examples, the five-property implementation sequence, refusal categories, and EU AI Act mapping.

Go deeper

The guide gets governance into your codebase. If you need the complete practice, two doorways from here.