Why autonomous agents expose a new explainability problem in fraud detection

The post What SHAP Can't Explain About Agentic AI Fraud appeared first on Towards Data Science.

How to catch a payload that looks correct but isn't, using a watchdog pattern with working Python.

The post Why Most Multi-Agent Systems Fail Even When Evaluation Passes appeared first on Towards Data Science.

What I learned after thinking more carefully about Structured Outputs on messy, incomplete data

The post Your LLM Can Return Perfect JSON and Still Be Wrong appeared first on Towards Data Science.

What a final-year project taught me about the gap between evaluation metrics and production decisions

The post I Trained Six Models for Fraud Detection, and the Best One Isn't in Production appeared first on Towards Data Science.