Recona's AI agent automates payment matching and overdue reminders. When a partial payment arrived with a mismatched reference, it returned 30% confidence instead of guessing, demonstrating that honest uncertainty outperforms a confident wrong answer.

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Recona is an AI agent that matches incoming payments to open invoices and sends overdue reminders automatically. When a real payment came in at half an invoice's value with a mismatched reference, Qwen returned 30% confidence rather than guessing, proving that an AI honestly flagging its own uncertainty is more useful than a confident wrong answer.

Building an AI Agent That Knows When Not to Guess (Qwen + MCP)

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