Discover why reliable AI systems depend on security, memory, evaluation, monitoring, and governance, not just on choosing the best model.
Source: [HackerNoon](https://hackernoon.com/the-hardest-part-of-ai-isnt-the-model-anymore?source=rss)
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"Microsoft listened to my feedback!
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I run an automated video pipeline that generates images locally, on my Mac. A 16GB M4. The image model is FLUX, a 12B-parameter thing that keeps ~7GB of weights resident in memory even quantized down to 4bit.