Launching ‘Generated Fixes’ to make violations instantly fixable

At Pandorian, we’ve always believed enforcement should be end-to-end — from the moment you define a guideline to the moment that rule is upheld across your entire system. Today, that vision takes a major step forward. We’re excited to announce that Generated Fixes are now live.

From Violation to Resolution — Instantly

Until now, Pandorian helped teams define and enforce their engineering standards, automatically scanning repositories and pull requests to detect violations. Now, with Generated Fixes, you can go from detection to resolution in one click.

When viewing any violation, you’ll now see a new “Generate Fix” button.
Clicking it instantly creates a Markdown file containing:

  • The precise fix for the violation
  • The reasoning and context behind it
  • And step-by-step implementation instructions


You can view or download the fix directly, or drop it into your favorite AI code editor — Cursor, Windsurf, or Claude Code — to produce an accurate pull request. The Markdown is structured as a high-context LLM prompt, giving the model everything it needs to apply the fix correctly, including the detected issue, surrounding code, and relevant guideline context. Once a fix is generated, the button updates to “View Fix”, giving you and your teammates ongoing access to that resolution at any time.

Why This Matters

This launch transforms Pandorian from a system that detects and enforces to one that resolves.
It closes the entire enforcement loop:

  1. Create Guidelines
  2. Scan Repositories / PRs
  3. Detect Violations
  4. Generate Fix


For the first time, engineering organizations can move from policy creation to real-world correction — all inside one platform.

What’s Next

In the next release, you’ll be able to push these fixes directly as pull requests from within Pandorian’s UI, using your model of choice.

That means full-cycle, automated governance — from defining how your code should look, to making sure it stays that way, automatically.


More articles to read