# From finding to fix in seconds

Generate a fix, validate the exploit is gone, and open a merge-ready PR with the evidence attached.

## Patch the vulnerable path

Strix uses the finding, code context, and exploit evidence to produce changes your team can review and merge.

### Production-ready changes

Generate fixes that target the vulnerable code path, not generic advice or detached report text.

### Context-aware remediation

Use your stack, framework, existing patterns, and affected data flow to keep fixes aligned with the codebase.

### Retested before review

Run validation again after the patch to confirm the exploit no longer works and the fix addresses the issue.

## Review, merge, done

Auto-Fix fits the same PR process your developers already use for application changes.

### Fix verification

Attach proof that the vulnerability was reproduced before the fix and no longer exploitable afterward.

### Merge-ready PRs

Open a pull request with the patch, security context, and validation summary ready for developer review.

### Finding closed on merge

Keep the finding, fix, ownership, and status connected from discovery through merge.

## Start testing now