AI bug fixing and flaky test repair
Get the failing test, cause, and fix without losing a day per bug
Paste the bug report, logs, or steps. The agent reproduces the bug with a failing test, finds the cause, and fixes it, guarded by a regression test. Your engineers review the evidence instead of losing a day to the investigation.
See how the test demonstrates the fix
A fix without a failing test is a guess. Each pull request carries three frames of evidence, so the reviewer can see the bug, the change, and the result without running anything.
Investigate the timing behind flaky tests
The agent runs a flaky test until the pattern shows, reads what it waits on, and replaces guesswork with a real signal. It opens a pull request only after twenty green runs in a row.
Review the report when a bug won’t reproduce
Some bugs need production data or a customer’s setup. The agent stops at its budget cap and tells you what it tried and what it needs. No speculative patches reach your branch.
How Marcus hands off bug investigation
Illustrative example, not a customer result.Here is what the work looks like today, and what changes when an AI team takes the busywork off the plate.