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If a model contains harmful biases, as is often discussed in GPT Bias & Fairness News, deploying it to the edge makes it much harder to recall or correct
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Beyond the Cloud: The Inevitable Rise of GPT on the Edge and What It

https://gpt-news.net/beyond-the-cloud-the-inevitable-rise-of-gpt-on-the-edge-and-what-it-means-for-ais-future
The prevailing sentiment in OpenAI GPT News and the broader tech community has been that bigger is unequivocally better