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Software engineering

GitHub
Managed AI Workflows.

Prepare implementation and pull-request review assistance grounded in repository context and engineering acceptance criteria.

THE OPPORTUNITY

Start where the work
gets held up.

Generated code can be locally plausible while ignoring project conventions, security boundaries or an existing abstraction. Review needs the surrounding design.

Help developers propose smaller, better-explained changes with evidence that reviewers can inspect.

A WORKFLOW WORTH EXPLORING

Issue-to-pull-request preparation

An engineer selects a scoped issue and an approved working branch.

Prepare a bounded implementation plan or candidate diff with a clear explanation of affected behavior and verification needs.

WHERE JUDGMENT BELONGS

Make the review point explicit.

A human reviewer checks correctness, security and maintainability. Existing branch protection and release authority remain in place.

Work within the real constraints.

Confirm repository permissions, protected branches and secret-handling rules. Untrusted issue text must not authorize commands or access.

Success needs
a useful measure.

Measure reviewer effort, accepted changes, regressions and rework caused by missing context.

Before expanding the workflow, compare the result with the current process. Include review effort and exceptions in that comparison so the improvement reflects the team's actual experience.

Read the implementation guide ↗
CHOOSE THE RIGHT SUPPORT

Build it. Build with us.
Or have us manage it.

The workflow stays centered on your business. The engagement determines who learns, implements and operates it.

DIY

Your team owns the build.

Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.

Explore the $2,500 package ↗
DFY

We manage the foundation.

Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.

Explore managed delivery ↗
START WITH YOUR WORK

Where is your team
doing too much by hand?

Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.