[Draft] Fixes & Simplifications for MCore KVCache QAT/QAD#727

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realAsma wants to merge 5 commits intomainfrom

asma/MCore_KVCache_fix

Commits on Dec 24, 2025

Fixed for MCore KVCache QAD
Asma Thekkumpate
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updated/cleaned up tests
Asma Thekkumpate
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Commits on Jan 2, 2026

KV Cache clean ups; added MCore hybrid tests
root
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Commits on Jan 3, 2026

Added amax sync for KVCache Quantization
root
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Commits on Jan 6, 2026

minor
root
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