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Instruction-Tuning an LLM to Translate Natural Language into Rule-Based Commands

 Level Up Coding

Modern AI systems feel magical because they understand flexible, ambiguous human language. A user can say “ensure A is connected to B” or “spin up a C node”, and the system seems to just “get it.” How...

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The “Vibe-coding” Trap: When AI Coding Feels Productive, and Quietly Breaks Your Architecture

 Level Up Coding

Last year, I joined a startup to rescue their iOS app. Six months into development, the team had experienced engineers, but no real mobile expertise. Everyone felt productive: they had validated sever...

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LFDM: Make a Still Image Come Alive

 Level Up Coding

You can read this article for Free at: link In my previous articles, I mainly focused on generative models like diffusion models and GANs, and how they are used for 2D image generation . When we start...

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