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Preloads Ingredient names from the DB (ingredients JSONB has no name field), deduplicates by ingredient name, looks up top-confidence IngredientGroceryMatch per ingredient, and renders a rich 4-column HTML table (Ingredient | Qty | Unit | At Lucky | Price) with an estimated total. Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>