ryankert01 opened a new pull request, #1482:
URL: https://github.com/apache/mahout/pull/1482

   ### Related Issues
   Part of #1477 (5/5). Builds on #1481: this PR's diff against `main` includes 
that PR's commits; review the last commit only, or diff against 
`qdp-one-path/4-remove-launchers`.
   
   ### Changes
   - [x] Documentation
   
   ### Why
   Contributors need to know which of the three languages a change touches 
without reading the code.
   
   ### How
   - `qdp/DEVELOPMENT.md`: an architecture section (what each layer owns), a 
"which files do I touch" table, the three-file recipe for adding an encoding, 
and how to guard performance with `baseline.py`. The no-CUDA pre-push check 
uses a separate target directory so it does not invalidate the normal build 
cache.
   - `qdp/Makefile`: `make check-kernels` resolves every embedded kernel symbol 
and smoke-launches one; `make parity` runs the cross-backend grid.
   
   ## Checklist
   - [x] Added or updated unit tests for all changes
   - [x] Added or updated documentation for all changes
   
   
   ---
   Part of a five-PR series from the same branch, each adding one commit on top 
of the previous; the diff shown is cumulative against `main`. Series: #1478 → 
#1479 → #1480 → #1481 → this.


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