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

This story was originally published on HackerNoon at: https://hackernoon.com/the-llm-veneer-when-ai-sounds-smart-but-has-nothing-real-to-reason-over. When AI sounds smart but has nothing real to reason over. A pet-tech case study in reference frames, longitudinal modeling, and missing data. Check more stories related to data-science at: https://hackernoon.com/c/data-science. You can also check exclusive content about #data-science, #artificial-intelligence, #time-series, #ai-infrastructure, #data-engineering, #pet-tech-ai, #longitudinal-data-modeling, #hackernoon-top-story, and more. This story was written by: @elodieaishwarya. Learn more about this writer by checking @elodieaishwarya's about page, and for more stories, please visit hackernoon.com. 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.