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Welcome to the MIRAFX Pipeline blog. Here we share insights about behavioral AI, machine learning infrastructure, and the hidden challenges in building production-ready AI systems.

Explore our latest posts about the real workflow behind AI development, technical deep-dives, and lessons learned from building comprehensive ML pipelines.

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The 10 Hidden Steps Between "Record a Video" and "Train an ML Model" That Nobody Talks About

Everyone sees the demo: "We trained an AI to detect drowsiness from video!" Impressive 30-second clip. Clean accuracy numbers.

What they don't show are the 2-3 years of infrastructure development that make the "simple" demo possible—or the 6-9 months of painful integration work if you try to stitch together existing tools that were never meant to work together.