Resource
Automated bug fixes
Automated bug fixing works best when an agent can inspect real code, reproduce failures, run checks, and return either a fix or a clear debugging handoff.
Definition
What are automated bug fixes?
Automated bug fixes are agent workflows that start from a concrete failure signal: a CI failure, Sentry issue, failed E2E test, bug report, or reproduction step.
The valuable part is not only editing code. A strong bug-fixing agent can also reproduce the issue, explain why it happens, identify the responsible code path, and tell the team when a safe fix is not obvious.
Workflow
How Replicas handles bug-fixing work
Bug fixes need evidence. Replicas gives the agent a workspace where it can inspect files, run commands, and return a visible trail.
- Failure signal arrives
- The task starts from CI, Sentry, a human report, Slack, Linear, or another concrete signal.
- Agent reproduces or narrows
- Replicas can run tests, inspect logs, search code, and identify the most likely failing path.
- Fix is attempted
- When the bug is scoped enough, the agent edits code and reruns the relevant checks.
- Handoff stays reviewable
- The result is a PR, test output, reproduction note, or blocker summary for human review.
Good bugs
What bug reports work best?
The best automated bug-fix tasks have a signal the agent can verify. Without that, the right output is often an investigation note rather than a guessed patch.
- Failed tests or CI logs with a clear failure mode.
- Sentry issues with stack traces and affected routes.
- Bug reports with reproduction steps.
- Flaky E2E flows that need repeated runs and logs.
- Regression reports linked to a recent PR or code area.
Evaluation
How to evaluate automated bug fixing
A useful bug-fixing agent should reduce debugging time without hiding uncertainty. The human reviewer should see what was reproduced, what changed, and what still might be risky.
- Does it reproduce or narrow the bug before changing code?
- Does it run the smallest relevant checks after the fix?
- Does it explain the root cause or only provide a patch?
- Does it avoid broad refactors when a targeted fix is enough?
- Does it return a clear handoff when it cannot safely fix the issue?
FAQ
Automated bug fix questions
Try Replicas
Give bug-fixing work a real workspace
Replicas lets agents inspect code, run commands, and return reviewable fixes or debugging handoffs.