18.5 Migrating frameworks or libraries with AI help

Overview and links for this section of the guide.

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 helps with throughput, not with risk elimination

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

  1. Baseline: make sure tests pass on current system.
  2. Map: identify impacted modules and entrypoints (system map).
  3. Plan: write a stepwise plan with intermediate “green” states.
  4. Chunk: migrate one area at a time with diff-only changes.
  5. Verify: tests + runtime smoke checks after each chunk.
  6. 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.
If the diff is unreviewable, it’s unsafe

AI can generate huge patches quickly. That does not make them safe. Keep migration diffs small and gated.

Where to go next