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Batch vs Streaming
Streaming costs more to build, more to run and far more to debug, so the question is never which is more modern but what the decision latency actually is. Most customers who ask for real-time need fresh-enough, and the useful move is converting a vague freshness request into a number tied to a decision someone makes.
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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?→System Design & Production EngineeringWhat do p50, p95, and p99 latency actually mean, and why do production engineers obsess over the tail?→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.→
