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
- Software Development (Python, PHP, Javascript, HTML, Arduino C)
- Software Architecture
- Application Infrastructure (Linux, Apache, MySQL)
- NLP / LLM Prompting (ChatGPT / opensource models) / LLM Use
- AI Image Generation
- AI Audio / Speech
- Microcontroller Programming
- Computer Graphics / 3D Graphics
- Computer Music Production / composition
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/

Automated Loss Code Processing
[Main body of content prompted and curated by Jason Head]– mapping (via config or rules in Node-RED)– storage (via REST API or MQTT into MES – here the Nexeed Shift Book module)Reference: Shift Book API documentation:https://learn.bosch-nexeed.com/en/shopfloor_management_administration/api/api.html 1. Read PLC Signals What: Connect to PLC to read signals (e.g., stop bit, alarm). How: Add Input Node … Read more
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
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
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