Coding agent adoption for engineering teams
For teams adopting coding agents, whether you start with one tool in one team or bring several tools and teams together, and want a rollout you can operate yourselves.
Engineering consulting
A coding agent runs inside a harness: the instructions, commands, permissions and checks around it in your repositories. We engineer that software runtime so the agent works with your build, tests and review process.
Discuss your setupWe work in your repositories on the parts that decide what an agent knows and what it may do.
Harness files belong in version control with a named owner and a change process. Without that, repositories drift apart as engineers add their own settings. We help you decide what is shared across repositories, what stays local, and how to check for drift.
We change one part of the harness at a time and check the effect on representative tasks, using repository evaluations where a comparison is needed. Your engineers get the configuration and runbooks to keep changing it themselves.
With what you have. We check the existing instructions against the commands that actually build and test the repository, remove outdated or conflicting guidance, and put the files under version control with an owner.
The agents your team uses. Most harness concepts apply across tools, though file formats differ.
For teams adopting coding agents, whether you start with one tool in one team or bring several tools and teams together, and want a rollout you can operate yourselves.
Public benchmarks say little about how an agent performs on your code. We help you evaluate models and harness changes on tasks from your own repositories.
We help you work out where your coding agent and LLM spend goes, then implement the changes that hold up when tested against quality.
Not using coding agents yet, or want to discuss how your team uses them now? Tell us briefly about your team, repositories, tools and the problem you're working on.
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Send one month of usage data and get a one-page spend breakdown, at no charge.
Free usage review