Follow-up on c3e7c7e: pinning to a specific build (b9246) was cargo-culted from
our vLLM pattern, but the vLLM pinning serves a real purpose (Genesis-patch
anchor, Docker Hub purge resistance) that doesn't apply here. llama.cpp on the
club-3090 stack is stock upstream — no patches, no Genesis equivalent — and
GHCR tag retention is more reliable than Docker Hub.
Switch to rolling `:server-cuda` tag so users automatically get MTP improvements,
EAGLE3 fixes, kernel updates from upstream without us being a bottleneck.
Override path preserved via `LLAMACPP_IMAGE` env if a future upstream build
regresses and a user needs to pin reactively.
Bench numbers in #170 footnoted as "measured on b9246"; expect ±5% drift on
newer builds.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>