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Why Changing AI Workflows Still Feels Like Duct Tape

Summary by Docker
There’s a weird contradiction in modern AI development. We have better tools than ever. We’re building smarter systems with cleaner abstractions. And yet, every time you try to swap out a component in your stack, things fall apart. Again. This isn’t just an inconvenience. It’s become the norm. You’d think with all the frameworks and libraries out there (LangChain, Hugging Face, MLflow, Airflow) we’d be past this by now. These tools were supposed…
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Docker broke the news in on Monday, August 11, 2025.
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