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Tim Kellogg

Tim Kellogg is an AI architect, software engineer, and overall tech enthusiast. He is the founder of dentropy and Fossil, as was ML Director at Advata and cofounder and CTO of Fancy Robot. He shared his passion for creating innovative solutions and exploring the frontiers of technology in this blog and LinkedIn.

Do You Need To Test AI Apps?
Do You Need To Test AI Apps
AI is clearly smart and developing at a mind boggling pace. Sometimes you might wonder, is AI like traditional software? Do you still need to test it? The answers are no and then yes. It’s not like traditional software, and AI apps are indeed harder to test, but they still need to be tested. LLMs are probabilistic and their output is complex, so traditional assert-based tests seem very difficult. As a result, more and more software shops are giving up and relying on user reports. This is a precarious position, because users will often lose trust in the app rather than reporting errors.

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