T2-068: Dark/light theme consistency

Track: 2 — UI Revamp + AI Analytics
Section: Champion Stats Hub (Web) -- UI Revamp
Status: [ ] Todo
Repo: champion-stats-hub
Branch: feature/T2-068-web-theme-consistency

Done When

Both themes polished across all 86 pages. No broken colors or contrast issues

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