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This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built ReceiptBox is a local-first invoice and receipt sorter for freelancers. Every freelancer knows the end-of-quarter scramble: a downloads folder full of IMG_4821.jpg , invoice (3).pdf and screenshots of payment confirmations, and an accountant waiting for a tidy spreadsheet. ReceiptBox fixes that. You drop a folder of messy receipts and invoices onto it. It then: ...

A teammate makes the support bot "friendlier." Code review passes. Unit tests stay green — they mock the model. In production the bot stops calling get_return_policy and cheerfully promises a 60-day refund when the real window is 30. Fluent. Polite. Wrong. And every "does this read well?" score still looks fine. I keep seeing the same five traps in agent "eval" dashboards. The full working project (Microsoft.Extensions.AI.Evaluation 10.10, golden set, custom evaluators, fail-closed gate,...

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