---
title: "mamonu (@mamonu) | Hashnode"
description: "quantised braiiins. Read the latest articles by mamonu on Hashnode."
url: "https://hashnode.com/@mamonu"
---

@mamonu

# mamonu

@mamonu · London, UK · Joined August 2026

quantised braiiins

### [What Fits and What Works](https://mamonu.hashnode.dev/what-fits-and-what-works?utm_source=hashnode&utm_medium=feed)

gpt-oss-20b is my current go-to locally hosted LLM. I explain why

14 min read · [mamonu.hashnode.dev](https://mamonu.hashnode.dev/what-fits-and-what-works?utm_source=hashnode&utm_medium=feed)

[Sep 12](https://hashnode.com/posts/what-fits-and-what-works/6aa4a07d508f0b7ea408dce7)

### [Trusting Local LLMs with Code: Building little-llms-bench](https://mamonu.hashnode.dev/trusting-local-llms-with-code-building-little-llms-bench?utm_source=hashnode&utm_medium=feed)

Another LLM Benchmark? In this economy ?

9 min read · [mamonu.hashnode.dev](https://mamonu.hashnode.dev/trusting-local-llms-with-code-building-little-llms-bench?utm_source=hashnode&utm_medium=feed)

[Sep 10](https://hashnode.com/posts/trusting-local-llms-with-code-building-little-llms-bench/6aa2b66438b709ff1bff0b42)

### [Running Large MoE LLMs on Modest Hardware with FreeToken](https://mamonu.hashnode.dev/running-large-moe-llms-on-modest-hardware-with-freetoken?utm_source=hashnode&utm_medium=feed)

A new open-source inference engine designed to run MoE models on hardware that doesn't have enough VRAM to hold them

15 min read · [mamonu.hashnode.dev](https://mamonu.hashnode.dev/running-large-moe-llms-on-modest-hardware-with-freetoken?utm_source=hashnode&utm_medium=feed)

[Sep 10](https://hashnode.com/posts/running-large-moe-llms-on-modest-hardware-with-freetoken/6aa2a6107f57524dc8baf606)

### [Using a mac mini (2012) for LLM inference with KoboldCpp](https://mamonu.hashnode.dev/using-a-mac-mini-2012-for-llm-inference-with-koboldcpp?utm_source=hashnode&utm_medium=feed)

or... "necessity is the mother of invention"

24 min read · [mamonu.hashnode.dev](https://mamonu.hashnode.dev/using-a-mac-mini-2012-for-llm-inference-with-koboldcpp?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/using-a-mac-mini-2012-for-llm-inference-with-koboldcpp/6aa184fbdb8661a7a6a47a26) [Sep 9](https://hashnode.com/posts/using-a-mac-mini-2012-for-llm-inference-with-koboldcpp/6aa184fbdb8661a7a6a47a26)

### [Testing using Property Based Tests](https://mamonu.hashnode.dev/testing-using-property-based-tests?utm_source=hashnode&utm_medium=feed)

Who will guard the guardians?

5 min read · [mamonu.hashnode.dev](https://mamonu.hashnode.dev/testing-using-property-based-tests?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/testing-using-property-based-tests/6a99deddb9f125729d0058e3) [Sep 3](https://hashnode.com/posts/testing-using-property-based-tests/6a99deddb9f125729d0058e3)