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Three admin Sources upgrades: - Deep preview: a per-candidate "🔬 Deep preview" button runs the REAL classifier on an 8-item sample (the same model that judges live articles), versus the fast keyword heuristic the add/Re-preview path uses. Preview now carries `classified`, surfaced as a "model-checked" vs "quick estimate" badge — so the acceptance % is no longer ambiguously heuristic. conn is released during the ~30-60s model pass; postJSON has no client timeout. - Search: free-text box over the sources table (name / category / feed URL / homepage), folded into the existing status filter, with a live match count and empty state. Makes "is this already added?" a glance. - Duplicate-add guard: sources.find_existing_feed() + feed_key() normalize scheme/www/trailing-slash/case, so re-adding a feed that's already a live source or a queued candidate is refused with a 409 naming where it lives (DB already enforced exact-URL uniqueness; this catches the near-miss variants and overwrite-on-promote footgun). Tests: test_candidate_deep_preview_and_dedup (deep flag wires the model + uses the small sample; exact/www/slash/case variants all 409). 224 pytest + 11 vitest green. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>