🇺🇸 Father. Husband. ECU Pirate 🏴☠️ Automation Engineer building open-source infrastructure for the AI-native factory. Founder, Open Factory Initiative.
Open-source software can belong in regulated manufacturing.
But not by pretending a repository is “validated.”
Validation depends on intended use, risk, controls, configuration, deployment context, and evidence.
We published a practical CSV/CSA framework for open-source manufacturing software:
https://t.co/oznwtha9ZW
The goal is not to make every open-source tool “validated.”
The goal is to make open-source manufacturing software easier to evaluate, control, document, secure, and responsibly adopt in regulated environments.
Especially for teams working across CSV, CSA, GxP, quality, automation, and factory intelligence.
Most people ask: “Is this software validated?”
Wrong question.
For open-source manufacturing software, the better question is:
“What is its intended use, what can go wrong, and what evidence proves it is controlled?”
I published a risk-based CSV/CSA framework.
https://t.co/EieEyilMUS
The old ways are over. CDAO is looking for a Chief AI Architect to help lead the charge.
Ship real AI capability to the warfighter and have the authority to get it done.
Ready to build for impact?
Job Post COMING SOON. Express interest now: https://t.co/c7KoFzCfqR
To give people confidence that we are not secretly manipulating the 𝕏 recommendations, it is critical that we open source anything that influences what people are shown
I've been in Special Forces for the last decade.
Social media hasn't been my thing.
It's been hard to watch:
- Men trade conviction for acceptance
- Women trade virtue for attention
- Kids inherit the confusion of their parents
I'm looking for a tribe with values.
The future of manufacturing AI should not be a black box.
It should be explainable.
It should be governed.
It should integrate with existing systems.
It should preserve human accountability.
It should help teams learn from every operational event.
That is why the Open Factory Initiative is focused on open-source infrastructure for factory intelligence.
The next generation of factory software should be transparent, extensible, and built with the people who understand manufacturing best.
Manufacturing is entering the AI era.
But factories are still running on fragmented systems:
ERP
MES
SCADA
QMS
CMMS
spreadsheets
tribal knowledge
human firefighting
We’re building Open Factory Initiative to create open-source infrastructure for the AI-native factory.
The goal: a Factory Intelligence Platform that helps teams understand what is happening, why it is happening, and what should happen next.
If you work in automation, quality, operations, validation, MES, SCADA, or manufacturing software, we’d love your input.
What should an open-source factory intelligence platform include first?
#OpenSource #Manufacturing #Automation #IndustrialAI
Manufacturing software needs an open-source reset.
Factories are entering the AI era, but the stack is still fragmented across MES, SCADA, ERP, QMS, CMMS, historians, spreadsheets, and tribal knowledge.
I started Open Factory Initiative because I think the next layer should be
> walk around your city catching pokémon
> game asks you to scan a fountain. sure why not
> 30 billion scans later
> niantic owns a more detailed map than any government
> sells game for $3.5B
> spins off a spatial AI company
> your pokéwalk is now classified infrastructure
> delivery robots now navigate using your walks
> you were never the player. you were the product.
It is with a heavy heart I share the news that it has been confirmed that Greg Biffle, his wife Cristina Biffle, his 14-year-old daughter Emma, and his 5-year-old son Ryder, have passed on from this earth and into the glory of God.