Industry · Software engineering
We build agents with engineering teams that debug, review changes and explain failures, with tests run as part of the reasoning.
01
Debugging
Reproduce a failure with a test, then reason from the evidence to the cause.
02
Code review
Check a change claim by claim, with confidence on each finding.
03
Incident analysis
Turn logs into a timeline of claims you can verify.
A short example of the kind of trace this work produces.
Reasoning · Code
Question
Why does this function return the wrong total for large orders?
Illustrative example, not live model output.
Only within the limits you set. By default it proposes a change with the tests and reasoning behind it, and a person approves the merge.