AshleyAHuang opened a new pull request, #69200:
URL: https://github.com/apache/airflow/pull/69200

   Update stale SQLAlchemy 1.4 documentation links to the current 2.0 docs
   across the database setup guide, the asset manager, the base model naming
   convention comment, and the SQLite provider hook. Every replacement link
   and anchor was verified to resolve against the live SQLAlchemy 2.0 docs
   before this PR was opened.
   
   closes: #69164
   
   Two other PRs are already in flight for this issue — #69167 (covers only
   the `.rst` doc file) and #69168 (covers `manager.py` and `base.py`, but
   not the SQLite provider hook). This PR is a superset of both: it
   additionally fixes the two links in
   `providers/sqlite/src/airflow/providers/sqlite/hooks/sqlite.py` that
   neither of those PRs touches. Posting for completeness/comparison —
   happy to close in favor of either existing PR if a maintainer prefers to
   extend one of those instead, or to let the "better PR wins" default apply.
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes — Claude Code (Sonnet 5)
   
   Generated-by: Claude Code (Sonnet 5) following [the 
guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#gen-ai-assisted-contributions)


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