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fix(gms): harden persistent KV startup, service fencing, and TP coordination - #15036

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hutm/gms-common-16-v1-persistent-poolfrom
hutm/gms-hardening-01-startup-verification
Draft

hutm wants to merge 18 commits into
hutm/gms-common-16-v1-persistent-poolfrom
hutm/gms-hardening-01-startup-verification

perf(gms): publish vLLM KV blocks in wire form

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