Evaluator Driven

Part one of three

The doctrine

Can I trust our name to this work?

A decision-maker asks that before the company's name goes on work an AI agent produced. A practitioner asks the same of their own name.

Evaluator Driven exists so the honest and confident answer can be yes.

Who it is for

The doctrine names three readers.

  • The decision-maker, who sanctions handing a kind of work to AI and must put the company's name on the result.
  • The practitioner, who already uses AI and must put their own name on what it helped make.
  • The practitioner's AI agent, which needs a published standard to work to, not its own improvisation.

Doctrine §1.

How it works, in four lines

  • Set the bar before the work begins.
  • The work is made against it.
  • Someone who did not make it judges it.
  • The record stays with the work.

Doctrine §5, "Four moves".

The bet

The same job, run inside a well-managed and well-judged loop, beats the same job run without one.

This is a bet, and the doctrine calls it one. It is not proven.

Read what the evidence shows so far.

What it is not

  • Not a method for making things. Make whatever products you like with whatever tools you like: by specification, by proof, by hand, by agent.
  • Not a product. It is a set of rules you adopt, not a product you buy.
  • Not certification. A record shows how a judgement was made, not that the work is correct.

Doctrine §9, three of its bullets, quoted.

Status

Version 0.1, ratified 2026-10-25. Licence: CC BY 4.0.

Read the full doctrine.

The evidence it cites.

The other two parts

  • Custody record — the record that work carries, so anyone can check how it was judged.
  • Implementations — tools that run the loop and keep the record.
The doctrine never redefines the record's terms, and the record never depends on the doctrine. A job run under another method can still produce a valid record.

Doctrine §7, quoted.