Pydantic passed. Types matched. The downstream system still got garbage.

📰 Dev.to · James O'Connor

Learn from three production failures of a contract-extraction agent to improve your system's reliability and data quality

advanced Published 25 Jun 2026
Action Steps
  1. Implement additional data validation checks beyond Pydantic
  2. Use data normalization techniques to ensure consistency
  3. Monitor and log data quality issues to quickly identify and fix problems
Who Needs to Know This

Developers, DevOps engineers, and data scientists can benefit from understanding the pitfalls of relying solely on Pydantic for data validation and learn how to improve their system's robustness

Key Insight

💡 Relying solely on Pydantic for data validation is not enough to ensure data quality and system reliability

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🚨 Pydantic passed, but downstream system still got garbage? Learn from 3 production failures to improve data quality 📊

Key Takeaways

Learn from three production failures of a contract-extraction agent to improve your system's reliability and data quality

Full Article

I want to walk through three production failures on the same contract-extraction agent, because they...
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