18.5 Migrating frameworks or libraries with AI help
Overview and links for this section of the guide.
On this page
Goal: migrate safely in chunks
Migrations (frameworks, libraries, major versions) are high-risk because they touch many files and can break behavior subtly.
Your goal is to use AI to:
- plan a safe migration path,
- split work into reviewable chunks,
- keep the system working throughout,
- avoid “big bang” rewrites.
AI can generate repetitive changes quickly, but you still need design, verification gates, and rollback plans.
Why migrations are hard (even with AI)
- behavioral differences between versions,
- API surface changes,
- test brittleness,
- dependency conflicts,
- hidden assumptions in production usage.
AI may confidently propose changes that compile but break runtime behavior. That’s why verification gates matter.
A migration strategy that works
- Baseline: make sure tests pass on current system.
- Map: identify impacted modules and entrypoints (system map).
- Plan: write a stepwise plan with intermediate “green” states.
- Chunk: migrate one area at a time with diff-only changes.
- Verify: tests + runtime smoke checks after each chunk.
- Rollout: feature flags or toggles if needed.
This strategy keeps the system working while you migrate.
Chunking: how to split the migration
Good chunking strategies:
- by module boundary (migrate module A, then B)
- by entrypoint (CLI first, then worker, then server)
- by compatibility layer (introduce adapter that supports old + new, then remove old)
- by feature flag (route some paths to new implementation)
Bad chunking strategy: “change everything everywhere.”
Verification gates (tests, lint, runtime checks)
Define your gates before the migration starts:
- unit tests must pass
- integration tests must pass
- lint/typecheck (if applicable)
- one or two runtime smoke checks
Gates are how you keep the migration from silently breaking behavior.
Copy-paste migration prompts
Prompt A: migration plan only
We are migrating from [old] to [new].
Context:
- System map: (paste)
- Constraints: no big bang rewrites; keep system working; diff-only changes
Task:
Propose a stepwise migration plan with 5–15 steps.
For each step:
- files/modules in scope
- verification gate (tests/commands)
- rollback strategy if it fails
Stop after the plan.
Prompt B: implement one migration step
Implement step N only from the approved plan.
Constraints:
- Diff-only changes
- Only touch files in scope for this step
- Do not refactor unrelated code
- After the diff, restate how to verify
Common migration risks (and mitigations)
- Hidden behavior differences: add characterization tests before changing.
- Dependency conflicts: resolve in small steps; avoid upgrading everything at once.
- Large diffs: enforce scope caps and line budgets; split steps.
- Runtime-only failures: add smoke checks; run a small staging rollout.
AI can generate huge patches quickly. That does not make them safe. Keep migration diffs small and gated.