Published on: 2025-06-11 17:31:07
Why is DeepSeek-V3 supposedly fast and cheap to serve at scale, but too slow and expensive to run locally? Why are some AI models slow to respond but fast once they get going? AI inference providers often talk about a fundamental tradeoff between throughput and latency: for any given model, you can either serve it at high-throughput high-latency, or low-throughput low-latency. In fact, some models are so naturally GPU-inefficient that in practice they must be served at high-latency to have any
Keywords: batch inference model token tokens
Find related items on AmazonPublished on: 2025-06-30 18:29:04
"Streaming vs. Batch" Is a Wrong Dichotomy, and I Think It's Confusing Often times, "Stream vs. Batch" is discussed as if it’s one or the other, but to me this does not make that much sense really. Many streaming systems will apply batching too, i.e. processing or transferring multiple records (a "batch") at once, thus offsetting connection overhead, amortizing the cost of fanning out work to multiple threads, opening the door for highly efficient SIMD processing, etc., all to ensure high perf
Keywords: batch data pull records streaming
Find related items on AmazonPublished on: 2025-10-02 20:00:16
Connect directly with founders of the best YC-funded startups. You will own features end-to-end from customer requests to their deployment, working within real-time low-latency constraints. You’ll also be a foundational part of how we build the culture at Leaping AI. Leaping AI is the only platform for self-improving voice AI agents. We recently closed a $4.5M seed round and achieved remarkable growth, doubling in size in just 8 weeks during the YC batch. We are a small team that moves fast a
Keywords: ai batch end leaping yc
Find related items on AmazonPublished on: 2025-10-29 09:01:10
Connect directly with founders of the best YC-funded startups. You will own features end-to-end from customer requests to their deployment, working within real-time low-latency constraints. You’ll also be a foundational part of how we build the culture at Leaping AI. Leaping AI is the only platform for self-improving voice AI agents. We recently closed a $4.5M seed round and achieved remarkable growth, doubling in size in just 8 weeks during the YC batch. We are a small team that moves fast a
Keywords: ai batch end leaping yc
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