03HOW YOU RUN IT CHEAPLY, PER TOKEN· SURGING

Serving & Runtime

How a model is actually run, per token — the mechanics that turn capability into throughput. In scope: batching and scheduling, KV-cache management and eviction, quantization at serving time, speculative decoding, prefill/decode disaggregation, paged attention, routing, throughput and latency engineering. Out: what the model can do (models), what a finished task costs (inference-economics), the silicon it runs on (hardware).

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12 P2 R1 A0 N
ACTIVITY · 20W
KV cacheBatchingSpec decodingPrefill/decode
Serving & Runtime | Knowledge Base | MenFem