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THE DELANCEY Group

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Albert Corokin
Albert Corokin

AI Automation and Optimization LLM – My Personal Experience

AI Automation and Optimization LLM – My Personal Experience

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Albert Dexter
Albert Dexter
Dec 09, 2025

AI automation is great at handling repetitive tasks, but the real challenge shows up when you try to plug those tools into larger, production-level systems. That’s when architecture, data flow, and scalability become way more important than just “does the model work.” When I was figuring out how these pieces actually connect, I found a couple of resources that helped me see the bigger picture, including the guide by Limeup . They explain how complex platforms are structured in a practical, down-to-earth way that actually matches real-world development.

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