// Hacker Noon · 26 May 2026

The LLM Veneer: When AI Sounds Smart but Has Nothing Real to Reason Over

Most AI products add a fluent interface before fixing the data model. The result: confident answers over the wrong structure. This is the LLM Veneer. A pet-tech case study in why data architecture matters more than conversational fluency.

Hacker Noon

@hacker-noon · Elodie Aishwarya P. Remoissenet

hackernoon.com

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