Engineering tool
How Claude Code reads repositories, proposes changes, uses tools, and fits into local and CI workflows.
Claude Code adoption
Adopt Claude Code without losing engineering control.
We help engineering organizations establish repository context, permission boundaries, workflow standards, review practices, and adoption measures tied to software quality.
CLAUDE.md / policy excerpt
01read → plan → edit → verify
02deployments require explicit approval
03tests and type checks before completion
04secrets never enter model context
Representative policy pattern. Final controls are specific to the repository, risk, and team.
Precise scope
Three layers that should not be confused.
Claude Code is a development agent. It is not the runtime for every application it helps build. A credible adoption program separates the engineering tool, the software produced with it, and the production platform.
Application system
The APIs, agents, data flows, and product behavior the engineering team is actually building.
AWS production platform
The IAM, compute, observability, deployment, and cost controls that operate the resulting system.
Operating model
Adoption is a systems problem, not a prompt workshop.
Baseline
Map current use, repository risk, tool permissions, review bottlenecks, and the tasks where agent assistance can be evaluated.
Context
Create maintainable CLAUDE.md patterns, architecture references, commands, and repository-specific verification rules.
Boundaries
Define allowed tools, protected data, approval points, deployment access, and escalation paths.
Workflows
Pilot repeatable paths for changes such as migrations, tests, incident fixes, documentation, or infrastructure updates.
Measurement
Track review quality, escaped defects, cycle time, rework, and adoption by workflow—not raw prompt counts.
Enablement
Run working sessions on the client codebase and leave owners with patterns they can adapt without Akarui.
More agent activity is not the goal. Better software delivery is.
Adoption should be judged against engineering outcomes and risk, with controls proportionate to the repository and deployment environment.
What the team keeps
An operating system for continued adoption.
- Repository context standards and examples.
- Permission and approval matrix.
- Workflow-specific playbooks.
- Review and verification checklist.
- Adoption measurement plan.
- Named internal owners and next experiments.
Start with the problem
Bring one repository and one adoption concern.
A short technical conversation can establish whether the blocker is context, permissions, workflow design, platform access, or organizational rollout.