← ⚙️ System Design for AI in Production
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Deployment Models: SaaS, BYOC, On-Prem and Air-Gapped
Where your software runs is a commercial decision as much as a technical one. BYOC puts the data plane in the customer's own cloud account while you keep operating it, which satisfies most enterprise data requirements and hands you the hardest operational problem in the business: running software in an environment you cannot see into.
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RAG & Agent System DesignWalk me through a RAG pipeline end-to-end, and tell me where it usually breaks→ML Infrastructure & GPUsExplain how the CUDA execution model maps to hardware, grids, blocks, warps, SMs.→ML Infrastructure & GPUsWalk me through the GPU memory hierarchy, registers, shared memory, L2, HBM. What lives where and why?→ML Infrastructure & GPUsWhat is warp divergence and why does it hurt performance?→RAG & Agent System DesignWhen is an agent the wrong answer? Argue against building one.→System Design & Production EngineeringIt's Friday evening at a customer site and they want a hotfix shipped now. How do you do it safely, and when do you refuse?→