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Dev Tools · 1h ago

Hugging Face's smolagents Enables Self-Correcting Text-to-SQL

By Meridian48 News Desk · Summarised from DEV Community ·

Hugging Face's smolagents framework introduces a self-correcting agent for text-to-SQL tasks, using the ReAct pattern to iteratively verify and fix queries. The agent, built with CodeAgent and SQLAlchemy, generates SQL from natural language and checks results for accuracy. This approach reduces errors from single-step pipelines that can produce misleading outputs.

Meridian48 take
A practical example of agentic AI improving reliability, but the approach's effectiveness depends on the underlying model's reasoning quality.
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Agentes que se auto-corrigen: Text-to-SQL con smolagents (Hugging Face) →
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