Topic

Local inference optimization

Prefill-bound performance work for local LLM serving: KV-cache reuse, cached prompt prefixes, quantization and speculative decoding.

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Current clusters

build2 distinct publishers

Junie Local is free. The 64 GB M5 Mac is the price.

JetBrains has taken the assembly work out of running a coding agent offline. What it could not take out is the hardware, and that is now the thing deciding who adopts.

Publishers:blog.jetbrains.comthenewstack.io

Reality

Evidence56
Adoption18
Hype gap+16
Incentives72
Confidence63