Production engineering
Build confidence into the release.
Whether you built it with AI or inherited it from another team, we help turn a fragile prototype into software you can maintain. We assess the code, repair what is blocking progress, and establish a reliable path to release.
A useful place to start
What is getting in the way of moving forward?
A vibe-coded application may work in a demo while hiding tangled dependencies, missing tests, or unreliable integrations. You need to understand what is worth keeping, what needs repair, and how to move forward.
01
Understand what exists
Review the codebase, architecture, dependencies, and failing workflows. Reproduce the important problems and prioritize the repairs. Preserve working behaviour where practical.
02
Repair the foundations
Untangle the affected code, strengthen integrations and data boundaries, and add tests around the work people depend on. Document the changes and remaining risks.
03
Prepare the release
Set up access controls, automated checks, deployment, and rollback. Test timeouts, limits, and fallback behavior before users depend on them.
04
Make operation visible
Track cost, latency, failures, and output quality. Document who responds, how changes are tested, and what ongoing support includes.
What you leave with
A next step
you can act on.
A tested release path and operating plan, with visibility into quality and cost. Ongoing maintenance and support are scoped to your team’s needs.
The scope follows the problem. We can work with your team on a specific decision or take a product through delivery.
Start a conversationExplore it for yourself
Try a first step.
Build from what you learn.
The Atlas repair guide helps you establish access to the code, describe a failure, and prepare a small repair experiment. If the build needs a deeper assessment, bring us the code and what you have learned.