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How fast is LlamaStash? Overhead, throughput, and a fair comparison with Ollama and LM Studio

Originally published at deepu.tech . In my release post for LlamaStash I made a claim I need to back up. The wrapper adds zero overhead vs running lla…

aillamacppbenchmarkllm
Dev.to Jun 2, 2026, 11:34 UTC
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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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