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Mlops

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Domain-Driven Design for Data Scientists
·1204 words·6 mins
Data scientists should have domain-driven thinking and why understanding the problem domain still matters more than the model even in the rise of LLMs.
The Problem With Proprietary LLM Providers: Removing Model Access without recourse
·414 words·2 mins
OpenAI’s removal of GPT-4o, o3, and other models after GPT-5’s launch breaks fundamental MLOps principles. Without model versioning and control, data science workflows become unreliable. Local LLMs offer a better alternative for maintaining consistency.