BALOGUN-DAVID opened a new pull request, #65970:
URL: https://github.com/apache/airflow/pull/65970

   Fixes a scheduler race where queued-timeout recovery could act on a stale 
task instance after it had already transitioned out of `QUEUED` and into 
`DEFERRED`.
   
   This change makes the scheduler re-check that the task instance is still the 
same queued row before revoking, rescheduling, or failing it. It also adds 
regression coverage for the stale queued-to-deferred race so deferred tasks are 
not incorrectly rescheduled or failed by queued-timeout recovery.
   
   related: #65248
   
   ---
   
   ## Description
   
   **Context:**  
   A task instance selected as "stuck in queued" could legitimately move to 
`RUNNING` and then `DEFERRED` before the scheduler's recovery logic acted on 
it. The queued-timeout path could then overwrite that newer state and either 
reschedule or fail the deferred task based on stale queued state.
   
   **Approach:**  
   - Guard queued-timeout recovery with a fresh check that the task instance is 
still `QUEUED`
   - Revoke tasks only after confirming they are still genuinely stuck in queued
   - Reuse the validated current task instance for both reschedule and fail 
paths
   - Add regression tests covering stale queued selections that become deferred 
before recovery runs
   
   **Impact:**  
   - **Functionality:** prevents queued-timeout recovery from clobbering 
deferred task state
   - **Developer Experience:** makes the scheduler recovery path safer and 
easier to reason about
   - **Coverage/Robustness:** adds regression coverage for the 
queued-to-deferred race reported in the issue
   
   ---
   
   ## Tests
   - [x] New tests added
   - [x] Existing tests updated
   
   **Unit Tests Summary:**  
   - `test_handle_stuck_queued_tasks_skips_ti_that_already_deferred`
   - `test_handle_stuck_queued_tasks_skips_failing_ti_that_already_deferred`
   
   **Verification notes:**  
   - Ruff formatting and checks were run for the modified files
   - Targeted pytest/Breeze verification could not be completed in the current 
local environment because WSL was failing with system-level `git`/`ssh` I/O 
errors
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes — Codex (GPT-5)
   
   Generated-by: Codex (GPT-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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   * For fundamental code changes, an Airflow Improvement Proposal 
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