Category: Uncategorized
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A real world system design: the hard part of AI real-estate creative isn’t the AI
A reference architecture for generating listing ads that won’t trip Fair Housing or a state disclosure rule. This architecture is coming from a real world use-case which anonymized and by the company and industry. Most write-ups about generative marketing spend their wordcount on the model. Which checkpoint, which sampler, how many steps. That’s the easy…
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Beyond GPUs: Mastering Ultra-Scale LLM Training – Part 1
Introduction Training today’s largest language models demands massive computational resources, often thousands of GPUs humming in perfect harmony, orchestrated to act as one. Until recently, only a few elite research labs could marshal such “symphonies” of compute power. The open-source movement has started to change that by releasing model weights (like Llama or DeepSeek) and…
Ali Darbehani 