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How AI agents and engineers split the work

Agents write code and tests at agent speed. A person makes the decisions and reviews every change before it merges or ships.

ArcLayer teamBuild notesNov 2, 20262 min read

AI agents such as Claude Code write the code and tests for every ArcLayer product. A designer and an engineer own every decision and review every change before it ships. This note describes where that line sits during a build.

What the agents do

  • Write feature code against the design system and the agreed scope.
  • Write tests alongside that code, so each change arrives with a way to check it.
  • Run the tests and fix failures before a person sees the change.

What people do

People decide what gets built and how it should behave: scope, trade-offs, interface decisions and anything a user will notice. A person also reviews each change. They read the diff, run the product and check the result against the design system and the decision log. Nothing merges or ships without that review.

A change, step by step

text
1. Scope    a person writes the task and how to check it
2. Build    the agent writes the code and its tests
3. Test     the agent tests the change and fixes failures
4. Review   a person reads the diff and runs the product
5. Release  the change merges and ships

An agent can go round steps 2 and 3 many times while a person works through one review, so review is the step that sets the pace of a build.

Keep changes small enough to read

A reviewer can check a change to a few files line by line. A change that touches forty files gets skimmed. Ask the agent for small, single-purpose changes, each with its own tests, so the person reviewing can read every line.

Who is accountable

When something breaks, the answer to "who owns this?" is a named person. The agent wrote the code. The designer and engineer who reviewed it own the result.

Build it
with
clarity.

Tell us what you are building and where it stands today. We will reply with questions and a first plan. Write to [email protected].

  • RezanCo-founder
  • RanaCo-founder