Start with a defined trigger
A developer starts work on an approved requirement.
Software development
AI-Assisted Code Change Planning:
AI-Assisted Code Change Planning:
the workflow in practice.
Approved task-to-engineering plan
FROM INPUT TO HANDOFFA clear job
Explore the architecture behind the pattern ↗
A clear job
for every step.
This is a proposed workflow pattern. We confirm data access, permissions, integration options and review ownership with your team before implementation.
Repository text is context, not authority to run arbitrary commands. Preserve environment boundaries and never expose secrets to model context.
Assemble the right context
Read authorized repository context, relevant architecture decisions, local contribution rules and existing tests.
Perform the bounded task
Identify likely change points, dependencies and validation steps, marking uncertainty about runtime behavior.
Review before taking action
The developer verifies the plan against the code and approves the implementation scope.
Deliver and record the result
Attach the accepted plan to the task and update it when new evidence changes the approach.
Build an improvement loop
around real work.
Measure unnecessary edits, missed dependencies, plan corrections and avoidable review cycles.
Keep the input, relevant context, review decision and final result connected. When a reviewer corrects something, use that evidence to improve the instructions or integration, then validate the change against representative cases.
CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
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.
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 ↗Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗We manage the foundation.
Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.
Explore managed delivery ↗CONNECTED OPPORTUNITIES
Pull Request Review Preparation
Prepare a focused review brief that connects a code change to its requirements, tests and affected behavior.
Explore this solution ↗START WITH YOUR WORKWhere is your team
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.