Repository & agent context
Define repository instructions, task boundaries, tool access, and development environments so coding agents can work with the right context.
07 / AI engineering
Coding Agent Harnesses & CI/CD
Connect AI-assisted development to the checks, reviews, and delivery pipelines your software needs.
The opportunity
Move from generated code to dependable delivery.
AI can accelerate implementation, but shipping software still requires context, verification, and review. We set up coding-agent harnesses and delivery pipelines so AI-assisted changes follow the same engineering discipline as the rest of your codebase.
From scope to system
What we build with you.
A focused implementation, shaped around your systems, data, and operating requirements.
Isolated development workflows
Configure controlled workspaces, dependency setup, test execution, and source-control workflows that keep changes reviewable.
Continuous integration
Build relevant lint, type, test, build, dependency, and security checks. Set required gates to suit your stack and risk profile.
Delivery & release controls
Connect preview environments, approvals, secret management, deployments, and rollback procedures, with clear ownership of release decisions.
An example in practice
From a scoped issue to a reviewed release.
An illustrative coding workflow creates a proposed change in an isolated environment, runs automated checks, and opens it for human review. Deployment follows the team’s existing release policy.
ILLUSTRATIVE USE CASE
01Scoped issue
02Agent implementation
03CI & review
04Approved deployment
Define success early
Measure the work.
Improve the outcome.
We agree on relevant baselines and acceptance criteria before implementation. Depending on your scope, these may include:
- Change lead time
- Review and rework effort
- Build reliability and test coverage
- Release and rollback outcomes
Will coding agents deploy directly to production?
Only if that is explicitly part of your approved workflow. We recommend review and release gates appropriate to the application, with tightly scoped credentials and a documented rollback process.
Can you improve an existing CI/CD setup?
Yes. We can audit the current pipeline, identify missing or slow checks, add preview environments, and integrate AI-assisted development into the established release process.
What stacks do you support?
We scope support around your repository, languages, build system, hosting, and delivery tools. An initial technical review identifies the integrations and validation required.
From ambition to action
Your next advantage
starts here.
Bring us your requirements. We’ll help turn them into a clear scope and a practical path forward.