andygrove opened a new pull request, #1990:
URL: https://github.com/apache/datafusion-ballista/pull/1990

   # Which issue does this PR close?
   
   Refs #1359 (AQE epic). Documents the newly-filed limitation issues #1986, 
#1987, #1988, #1989.
   
   # Rationale for this change
   
   The AQE "Current limitations" list in the tuning guide described four known 
gaps but had no tracking issues, and pointed at the old closed issue #387 
instead of the live epic #1359. Discrete issues now exist for each gap, so the 
docs should link to them. The contributor guide also had no material on AQE, 
even though it is a non-trivial part of the scheduler.
   
   # What changes are included in this PR?
   
   - **User guide (`tuning-guide.md`):** each of the four AQE limitation 
bullets now links to its tracking issue (#1986–#1989), and the stale #387 
reference is corrected to the AQE epic #1359.
   - **Contributor guide (`architecture.md`):** new "Adaptive Query Execution 
(AQE)" section covering the static vs adaptive execution graphs, how 
re-optimization runs optimizer rules after each stage (and why rule idempotency 
matters), the optimizations implemented today (join reordering, empty-stage 
elimination), the code layout under `ballista/scheduler/src/state/aqe`, and the 
current limitations with links to the tracking issues.
   
   # Are there any user-facing changes?
   
   Documentation only. No code or API changes.


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