feat: harden analysis trust and visual QA#25
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Summary\n\n- Prevent low-confidence quick sweeps from being presented as confirmed problem moves.\n- Attach analysis-quality metadata, refine top suspects at higher visits, and invalidate stale issue caches.\n- Make candidate rank badges explicitly follow the side-to-move perspective.\n- Add a repeatable, self-contained UI Gallery screenshot capture workflow.\n\n## Verification\n\n- pnpm test: 202 tests passed\n- pnpm typecheck\n- pnpm build\n- pnpm check:teacher-quality\n- pnpm capture:ui-gallery\n- Real desktop smoke test: a 32-item low-confidence issue list refined to 4 evidence-backed issues.\n\n## Notes\n\n- Existing fallback analysis paths remain available.\n- Local generated screenshots and untracked website design concepts are not included in this PR.