### What this PR does / why we need it?
This reverts commit 339fceb89c.
### Does this PR introduce _any_ user-facing change?
Yes, use 8.2rc1 image by default
### How was this patch tested?
CI passed
- vLLM version: v0.10.2rc2
- vLLM main:
cfa3234a5b
Signed-off-by: Yikun Jiang <yikunkero@gmail.com>