Why Your Incredible AI Demo Will Die in Production
Автор: First Principles AI
Загружено: 2026-01-21
Просмотров: 25
Most AI demos look impressive.
Most AI systems quietly fail once they hit production.
This video explains why your incredible AI demo is likely to die in the real world, not because the model is bad, but because the system around it was never designed for reality.
Using a first-principles lens, we break down:
The hidden gap between demos and production systems
Why good models fail due to data, feedback, and operations
The collaboration breakdown between data science and engineering
How drift, monitoring, and ownership quietly kill AI projects
Why MLOps is an infrastructure problem, not a tooling problem
This is not a tool walkthrough or a hype video.
It’s a systems-level explanation for engineers, AI practitioners, architects, and professionals building real AI systems.
If you’re moving from notebooks to production, this is the video you wish you’d watched earlier.
🔔 Subscribe to First Principles AI if you want clarity over hype and systems over slogans.
#aidemos #ai #AIproductionfailures #WhyAIprojectsfail #aiinfluencer
#aiinproduction #mlops #aisystems #appliedai
#machinelearning #AIarchitecture
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