Open-Source Multilingual Knowledge Signal Generator – PROTOCORE (Feedback Welcome!)

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Hey Hugging Face community :waving_hand:

I’ve been working on an open-source initiative called PROTOCORE Signals – a lightweight system for generating multilingual, structured prompts for use in AI models, cognitive systems, or human reflection.

:magnifying_glass_tilted_left: Why PROTOCORE?

Most prompt systems focus on questions or task-specific instructions.
PROTOCORE instead builds knowledge signals — composed of 4 structured parts:

  • Context
  • Vision
  • Recommendation
  • Question

These signals are written in JSON and can be rendered into HTML pages per language. They’re optimized for:

  • Multilingual prompt sets
  • Knowledge base prototyping
  • Human+AI co-reflection
  • Crawling/zettelkasten systems

:wrench: Built with:

  • PowerShell (for automation)
  • JSON (as the data layer)
  • HTML (for live web publishing)

:globe_with_meridians: Live Demo

:open_file_folder: GitHub

:high_voltage: Sample Signal:

{
  "lang": "en",
  "context": "Rural areas often lack access to mental health services.",
  "vision": "A decentralized AI assistant offering offline cognitive support.",
  "recommendation": "Explore mobile-based AI models tailored for low-bandwidth zones.",
  "question": "What ethical boundaries must be considered in AI mental support?"
}
[https://www.linkedin.com/in/osama-gangor-06715ab7/](https://www.linkedin.com/in/osama-gangor-06715ab7/)
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