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A large language model (LLM) is an artificial intelligence system built on a transformer neural network with billions to trillions of parameters, trained on massive text corpora to predict the next token in a sequence and, through that single objective, learn…
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KV cache offloading is the practice of moving part or all of a Transformer model's KV cache out of accelerator memory (GPU HBM) into a larger, slower tier such as CPU DRAM, local NVMe storage, or remote storage, and then bringing back, or recomputing
Fact-checked Sep 16, 2026Diogo Almeida (full name Diogo Moitinho de Almeida) is a machine learning researcher and the co-founder and chief executive of TypeSafe AI, a San Francisco lab that came out of stealth on 15 September 2026 with about $40 million in seed funding led by DCVC…
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Calibration in machine learning is the property that the probability scores produced by a probabilistic classifier match the empirical frequency of the predicted event: a model that assigns a confidence of 0.8 to a set of inputs should be correct on about 80…
Fact-checked Sep 16, 2026Structured output is a set of techniques and API features that constrain a large language model (LLM) to emit responses that exactly conform to a predefined format or schema, such as JSON, XML, or a custom grammar, instead of free-form text.
Fact-checked Sep 16, 2026DeepSeek Sparse Attention (DSA) is a trainable, fine-grained sparse attention mechanism introduced by the Chinese AI company DeepSeek in its experimental model DeepSeek-V3.2-Exp, released on September 29, 2025.
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