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Murphy Randle
Murphy Randle
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murphitup @murphitup · 4d

Ring ring 🌴

Read Local LLM benchmark: 7 model/host combos, 3 passes each, one agentic task

Local LLM benchmark: 7 model/host combos, 3 passes each, one agentic task

September 14, 2026

Seven local model/host combinations on an M5 Max with 128 GB, three passes each on the same agentic coding task, averaged: prefill, decode, memory, MTP acceptance, cache hit rate and…

murphitup @murphitup · 5d

This guy is so well spoken. I'm a big fan of the positive changes AI has made in my life, and optimistic about what good things the future could hold. But we need to move slowly enough that we're designing systems and incentives that protect _people_, not IPOs.
https://substack.com/@justindeschamps/note/c-326587767?r=2v9qcv&utm_medium=ios&utm_source=notes-share-action

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Category: Microblog

murphitup @murphitup · Jun 10

Diving into test assertions is a good way to focus on the verifiability of a PR when doing AI-assisted reviews. Here’s one of the prompts I often use:

please give me a human-readable outline of the
tests we added specifically calling out what they
assert and how as an html doc

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