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Benchmarking the Claude Agent SDK on a local LLM: Haiku and Sonnet tier performance

The Claude Agent SDK exposes three budget tiers ( haiku , sonnet , opus ) and reads its routing target from environment variables on every call. That …

llmclaudellamacppbenchmark
Dev.to May 28, 2026, 08:31 UTC
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Qwen 3.6 27B and 35B MTP vs Standard on 16GB GPU

I tested Speculative decoding (Multi-Token Prediction, MTP) performance in Qwen 3.6 27B and 35B on an RTX 4080 with 16 GB VRAM. For a broader view of …

selfhostingllmaillamacpp
Dev.to May 24, 2026, 00:31 UTC
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Ollama vs llama.cpp vs vLLM: Which Should You Use in 2026?

From the Best GPU for LLM archive. The canonical version has interactive calculators, an up-to-date GPU comparison table, and live pricing. Three tool…

ollamallamacppvllmcomparison
Dev.to May 20, 2026, 01:14 UTC
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Discontinued Optane Local LLM Powers a Kimi K2.5 Desktop Run

A user on r/LocalLLaMA reported on May 12 that an Optane local LLM desktop build ran Moonshot’s Kimi K2.5 at about 4 tokens per second using discontin…

inteloptanekimik25llamacpp
Dev.to May 12, 2026, 04:32 UTC

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