Guides  /  Rollout and delivery

How do you let non-developers build agentic systems without losing control?

Answer

The specification is written in plain language, and the platform generates the system from it. Goals, functional requirements and the risk envelope are all parts of that specification, so the generated system carries its safeguards from the moment it exists.

Akka Specify compiles the specification a non-developer wrote into the same governed system a developer would produce. Every agent, safeguard, test and deployment artifact traces back to the line of specification that required it.

The mechanism

A requirement handed to an engineer is interpreted before it is built.

A business owner who does not write code writes a ticket. An engineer reads the ticket and decides what it means. The engineer then builds that reading. The distance between the two appears when the feature reaches the person who asked for it.

A specification removes the interpretation step. The person who owns the outcome states it, and the platform generates from that statement, so the thing built and the thing asked for come from one artifact.

THE REQUIREMENT AS A TICKET the request written by the owner an engineer decides what it means the system as interpreted review finds the gap the gap appears after the system was built THE REQUIREMENT AS A SPECIFICATION the specification written by the owner generation on the platform the system safeguards bound sign-off then it ships
Where control comes from

The risk envelope is part of what a non-developer writes.

Goals and intentPurpose, success metrics, and who holds decision rights.
Risk envelopeWhat could go wrong and where the system operates. The risk envelope compiles to the safeguards the runtime enforces.
Operational envelopeService level, regions, latency and token budget, which set the deployment topology and the token economics.
Improvement policyWhat the system optimises toward and how far it may tune itself.

A non-developer describes what could go wrong in the words of their own domain. Akka Verify derives the controls that follow and binds each one into the generated system.

What review still requires

Generation does not remove the approval step.

A generated system passes the same sign-off as a hand-written one. Akka Verify routes each change to the reviewers the policy names, with the dossier they need to decide, and seals the approved result as a tamper-evident Governance Posture Package.

Engineers extend the generated system, operate it, and review the code the platform produced. Authoring a specification widens who can start a system, and the sign-off that lets a system ship is unchanged.

Questions

Related questions.

Who writes the specification?

Product managers, business analysts, risk officers and engineers all author specifications. The specification asks the same questions regardless of who answers them.

What stops a vague specification producing a bad system?

A vague requirement produces a system that fails its own acceptance criteria. Every generated scenario traces back to the requirement that produced it, so the failure names the line that was unclear.

Can an engineer read what comes out?

The output is a system on the Akka SDK, built from the components an engineer writes by hand: agents, workflows, entities, views and endpoints. An engineer extends it with the same SDK.

What happens when the requirement changes?

The specification is edited, and the system is regenerated or extended against it. Every change is checked against the specification before it merges, so an edit to the requirement reaches the code as a verified change.

How long does a first system take?

Akka Specify delivers a production-grade agentic system in weeks. Dojo put AI-based merchant onboarding into production in weeks, built by college graduates.

On Akka. Plain-language specifications and generation are capabilities of Akka Specify. Sign-off routing and the Governance Posture Package are capabilities of Akka Verify. Customer figures. Dojo results are reported by the customer.