Pillar 2: Building agents

How do you bring an AI agent into production safely?

Definition

An agent goes to production in five steps: design, build the core, shadow running, limited autonomy and scaling up. Between each step sits a measurable gate, so an agent earns its autonomy with results.

  1. 1Design
    Gate 1: Value and risk agreed
  2. 2Build the core
    Gate 2: Passes the golden set
  3. 3Shadow running
    Gate 3: Matches the team's decisions
  4. 4Limited autonomy
    Gate 4: Stable in production
  5. 5Scale up
Five steps to production with a measurable gate between each step.

Explanation

  1. Design: the process mapped, a draft agent passport and an agreed measure of success.
  2. Build the core: the smallest agent that already delivers value, inside the agentic harness.
  3. Shadow running: the agent runs alongside on real cases without acting itself yet. You compare its proposals with what the team decides.
  4. Limited autonomy: the agent acts on its own for low-risk cases, people handle the rest.
  5. Scale up: more cases, more sources, then the next department.

That is how an agent earns its autonomy with evidence.

What it looks like in practice

A finance department lets an agent run alongside for a month on invoice matching. If its proposals match the team's decisions in the vast majority of cases, it may book standard cases itself.

FAQ

Frequently asked questions

The agent runs alongside on real cases without acting itself. You compare its proposals with the decisions people make.

Read on

Remy covers this in the keynote The Agentic Enterprise

By Remy Gieling, co-founder of ai.nl and The Automation Group. Last updated:

Remy Gieling
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