AIHacker Noonabout 4 hours ago
Why AI Agents Fail on Messy Enterprise Data
6 min read
AI agents achieve 99% accuracy on clean development data but fail on messy enterprise inputs like wrinkled receipts and misaligned Excel sheets. Language models guess at corrupted text rather than flagging errors, producing silently wrong JSON. Engineers must build deterministic pre-processing steps and verification agents to handle real-world data chaos.
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