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dashboard: KPI Frontier decode shows 512-ctx instead of scored 128-tok frontier #646

Description

@kurosawareiji7007-hub

Summary

The public dashboard KPI strip labels a number as “Frontier decode” but prefers Qwen3.6 512-context throughput (q36ctx512.tps) over the scored competition frontier (q36.frontier_tps, which matches the 128-tok row and the SOTA card).

Against live dashboard/data.js:

source tok/s
qwen36.frontier_tps / ctx 128 476.54
ctx 512 (what KPI strip shows) 480.91

So the page publishes two disagreeing “frontier” decode numbers, and the vs-llama.cpp % is computed on the wrong context.

Expected

Bind the KPI strip to q36.frontier_tps / q36.ref_tps (128-tok competition frontier), matching the SOTA card and SN74 scored frontier identity.

Scope

dashboard/index.html only. No GPU. Distinct from #639/#640 (bar colors) and #641/#642 (prefill labels).

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