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The Learning Loop: A Data Agent That Audits Its Own Answers

Source: Hadi Javeed's blog ·

The Learning Loop: A Data Agent That Audits Its Own Answers Text-to-SQL is a demo. Keeping the numbers right for months while the schema moves underneath you is the actual product. Byaan closes that gap with auto-evolving skills: every conversation gets adversarially reviewed, mistakes become skill edits backed by code evidence, ambiguity becomes a question, and subject matter experts hold the merge button.

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