Allocation Screen
Fill the filters above and click Get Recommendation to call
/api/allocation/recommend.
Confirm / Override Load
This section logs your final choice to POST /api/allocation/confirm.
For now, IDs are entered manually; later we can pre-fill from the recommendation result.