Risky input handling
Flag new input paths without validation or a useful error message.
Speed up code review
Automated code review for the checks you repeat every day
Let an assistant flag common mistakes, forgotten tests and surprising changes so people can focus on user impact and difficult decisions.
In plain language
Automated review adds another set of eyes
A review assistant reads changed files, reports familiar problems and checks whether tests or documentation were affected. It is most useful for rules that recur across many changes. It cannot try the feature like a user, but it can reveal obvious omissions earlier.
Good tasks to delegate
Where automated review helps
Where automated review helps.
Forgotten companion work
Notice behavior changes that have no matching test or documentation update.
Unexpected scope
Highlight files with no clear connection to the stated task.
How to set it up
Add the assistant to your existing review
Begin with a few common problems and improve the rules from real results.
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Choose a repeated task
List the five mistake types most often missed in your project.
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Give it a goal and project
Provide the task, the proposed change and short project rules.
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Let the agent do the work
Require each note to name the file, location and plain reason.
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Try the visible result
Keep useful checks and remove rules that repeatedly create noise.
Where you still look yourself
What still needs human judgment
Correct product behavior cannot be decided from code lines alone.
- Does it solve the right user problem?
- Are the interface and wording understandable?
- Are effects on real data and existing routines acceptable?
- Is the maintenance cost reasonable for the benefit?
Continue
Related practical guides
Understand coding agents
What can a coding agent actually do for you?
See which jobs coding agents can complete, which tools they use and when a normal AI chat is the quicker and simpler choice.
Automate task preparationCoding-agent workflow: from issue to reviewed proposal
Connect the task, project access and existing tests in a repeatable path that prepares small programming jobs as complete proposed changes.
An agent on your own hardwareRun a coding agent locally on your own computer
Keep source code and the model on your own network, connect editor and tools deliberately, and choose a setup fast enough for real project work.
Official documentation and further reading
Technical references are linked to the original project or manufacturer documentation.