# Framework References

Pinned framework references keep AI implementation guidance deterministic and
repo-owned. Use these local bundles before browsing, unless a chunk explicitly
requires latest framework documentation.

- Frontend frameworks: `ai/references/frontend-frameworks/`
- Backend/runtime frameworks: `ai/references/backend-frameworks/`
- Usage policy: `ai/references/framework-reference-policy.md`

Refresh downloadable references deliberately with:

```sh
node ai/references/scripts/fetch-framework-references.mjs
```

After refreshing, review the diff before relying on changed guidance.