AI article
Don't Ask the Model What It Did
Community description: My denial engine kept citing appeal deadlines that did not exist, and swearing it had checked them. The fix was to stop letting it write its own recor
Dev.to | Sep 28, 2026 | Nabbil Khan
Automated excerpt
The model reads it, calls tools to pull payer rules and filing timelines, and writes an appeal plan. Who knows better what the model did than the model? An audit trail the model writes about itself is testimony.
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