Adopt coding agents without losing the review.
AI-assisted engineering means using coding agents to write, test and change software. Leemer Group helps engineering teams adopt these agents with review habits that keep evidence in front of the person who approves a change, drawing on the practice behind Critique.sh.
AI-assisted engineering
Help for engineering teams adopting coding agents, with review habits that keep the evidence in front of the person deciding.
What does the engagement cover?
Choosing where agents fit in your workflow, setting up independent review of agent-written changes, writing the tests that make agent output checkable, and agreeing who decides what ships.
Why independent review?
An agent that writes code and also judges it shares its own blind spots. A fresh review context that checks the intent behind a change catches what the author missed. Critique.sh is built around that idea.
Which tools do you use?
We work with your existing repositories and agents. Critique Code and the Critique CLI are options, not requirements.
How an engagement works.
- 01
Brief
A conversation about the problem, the people affected and what a good result looks like. You can draft the idea first in Build Brief.
- 02
Scope
A written scope: what we will build or test, what we will not, and how we will agree it is done.
- 03
Build
Focused work in short cycles. You see working software or evidence early, not a reveal at the end.
- 04
Handover
Code, documents and the reasoning behind decisions, in a form your team can run, change and own.
Questions, answered.
Do we have to use Critique.sh?
- No. The review habits work with the coding agents and repositories you already use.
Is this training or hands-on work?
- Both are possible. The scope is agreed in writing at the start: workshops, pairing on real changes, or setting up review in your pipeline.
How do we start?
- Use the contact page. It opens an email draft with this service selected, which you review and send yourself. No form collects your message on our side.
Related
services.
Independent tests for an AI model or feature before you rely on it: task-specific test sets, failure analysis, vendor comparison and a written evidence report.
Web & software developmentLeemer Group is a software engineering firm in Waterford, Ireland. Websites, dashboards, internal tools and apps, specified first and reviewed like our own products.
Product sprintFrom idea to a working, launched product: a written specification and acceptance tests first, then a focused build with independent code review.
Tell us what
you’re working on.
Describe the problem and where you are now. We’ll reply with questions, not a sales script. Enquiries open as an email draft that you review and send yourself.