Ei-Sandi opened a new pull request, #67952:
URL: https://github.com/apache/airflow/pull/67952

    <!-- SPDX-License-Identifier: Apache-2.0
         https://www.apache.org/licenses/LICENSE-2.0 -->
   
   ### Description
   
   This PR updates 
`contributing-docs/03a_contributors_quick_start_beginners.rst` to fix outdated 
instruction and add missing prerequisites for running local tests.
   
   1. **Fix Breeze Exit Instructions:** Updated the guide from the outdated 
`stop_airflow` command to reflect that users need to press `q` to quit, and 
added instructions to run `breeze down` afterward to properly spin down 
containers.
   2. **Add Missing Pre-commit Prerequisites:** Added a relative link to the 
virtual environment setup guide right before the `prek --all-files` step. 
Previously, the guide lacked instructions to configure the `.venv` and install 
dependencies first, which caused pre-commit validation tests to fail for new 
users.
   
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