Jason Head
Let’s Build Better Systems to Transform Work

I’ve been working with software for over 15 years and am interested in effort multiplying technologies

– at this point code, AI, and robotics.

If you are looking for a software developer, have an idea you would like to develop, or just have a conversation about technology: contact me

Experience / Knowledge


Contact me if you would like to hire me to help create, consult, or manage a project related to anything you see that I have done – or even something new!

GitHub:
https://github.com/jasonmhead

Twitter:
https://twitter.com/JasonMHead
https://twitter.com/head_robotics

YouTube:
@headroboticsAndAi

LinkedIn:
https://www.linkedin.com/in/jasonhead3000/

Robotics Project Website:
HeadRobotics.co

Instagram:
https://www.instagram.com/head_robotics/
https://www.instagram.com/head_visuals/

Converting default PyTorch LLM Models to GGUF

Once I got it downloaded I tried to use the oogabooga webui, but ran into issues, so I wanted to convert it to gguf format and use with GPT4ALL. I found some good instructions:https://www.secondstate.io/articles/convert-pytorch-to-gguf/ I converted the PyTorch model to GGUF in FP16 weights.Then when I got around to trying to quantize it (with out … Read more

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Working with local opensource LLMs

In the previous post I covered setting up GPT4ALL, and in this post I’ll show results of tests of coding and explanation. To keep up with what LLMs are doing the best here are a couple resources: Open LLM Leaderboardhttps://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard Open LLM Leaderboard Reporthttps://github.com/dsdanielpark/open-llm-leaderboard-report A list of coding tasks suggested to me, and adapted, that … Read more

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Running LLMs (Similar to ChatGPT) on your own computer

LLM capt bots are one of the coolest and most useful technologies to come out – an encyclopedia and AI assistant in conversational form at your fingertips. There’s the standard ChatGPT, but what if you want to run things on your own computer? Opensource and free to use with little restriction?Good news, you have options! … Read more

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Making Code Review Friendly and Professional

A LinkedIn post by Soumen Sarkar highlighted how tech can become depressing though negative feedback in particular.Where code reviews become tense and some engineers “lacked tact and nuance”. I suggested a fix where In this post I will explore a proof of concept using a local LLM, namely mistralai/Mistral-7B-v0.1 q8_0 Say you have this code … Read more

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