Vibe Coding · Recovery

How to Roll Back a Bad AI Game Refactor Without Losing the Good Changes Around It

Separate behavior changes from refactor changes using commits or diffs. Revert the structural edits first, then cherry-pick or manually reapply only the independently verified behavior changes. Do not ask an AI agent to reconstruct the old architecture from memory.

Hands-on controller testing during game iteration.
AI Game Creation · field notes
Direct answer

Separate behavior changes from refactor changes using commits or diffs. Revert the structural edits first, then cherry-pick or manually reapply only the independently verified behavior changes. Do not ask an AI agent to reconstruct the old architecture from memory.

The cleanest rollback starts before the refactor

Keep refactors in their own commit or branch. When AI mixes behavior and architecture in one giant edit, recovery becomes much harder because you cannot distinguish necessary changes from aesthetic restructuring.

Identify the verified value you want to keep

Maybe the refactor also fixed one scoring bug or added a useful test. Isolate those pieces by behavior and evidence, not by which lines look familiar.

Restore architecture from version control

Use the known-good commit as the source of truth. Then reapply the small verified patch and rerun its tests. Conversation history should help explain intent, not recreate exact project state.

Create a rule for future refactors

Require a refactor-only objective, preserved public contracts, a regression suite, and no new feature work in the same pass. If the agent proposes behavior changes as “necessary cleanup,” split them into a separate reviewed task.

Working template

BAD REFACTOR COMMIT: [...]
LAST GOOD ARCHITECTURE: [...]
GOOD BEHAVIOR TO KEEP: [...]
RESTORE: known-good architecture
REAPPLY: only independently verified behavior patch
VERIFY: original regression suite + retained behavior test.

Source and verification note

This guide was checked against Microsoft Research: Vibe coding and Microsoft Research: Good Vibrations? and Vibe Coding in Software Development: Multivocal Review and updated Sep 5, 2026. The research describes patterns and risks rather than guaranteeing outcomes for every project; validate the workflow in your own codebase.