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Claude AI tasks can now create foods with full nutrition (macros, barcode, ingredients and catalog nutrients) when nothing in the food database matches, and research nutrition facts on the web (#877). In auto-log mode the food is created right away; in review mode only when the proposal is accepted, deduplicated within the proposal. Proposal items carry an additive nullable newFood field, shown as a "New food" badge on web, Android and iOS. Web searches are capped per task by CLAUDE_MAX_WEB_SEARCHES (default 3, 0 disables) and billed at $0.01 each against the budgets. Creating a food with a barcode that already exists now returns a 409 naming the existing food on MCP create_food instead of an internal error (#878). No migrations; API change is additive (newFood on AI task proposal items).