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One Capital Letter Was Silently Breaking My AI Support Bot, and It Wasn't in the New Model
https://towardsdatascience.com/one-capital-letter-was-silently-breaking-my-ai-support-bot-and-it-wasnt-in-the-new-model/(towardsdatascience.com)An AI support bot designed to triage banking messages was silently failing due to a single capitalized letter in its JSON output. This issue was discovered not through overall accuracy metrics, which were improving, but through a detailed regression test comparing different OpenAI model versions. The project uses Weave to trace model calls, version prompts, and create a test dataset from real customer inquiries. This approach highlights how aggregate scores can mask critical formatting errors, demonstrating the need for strict, rule-based checkers alongside qualitative AI judges for robust evaluation.
0 points•by ogg•2 hours ago