Posted by: comanderanch
Date: 04-11-2025
Progress is kicking into high gear over at ai-core.hack-shak.com, and the momentum is real.
For those following the build, we’ve officially entered the Minimal LLM development phase — and it’s not just theory anymore. We’re running a fully operational, custom token-based model powered by a color-frequency encoding system built from scratch. Our first test confirmed successful input/output behavior using nothing but handcrafted binary tokens derived from color, hue, and spectrum values.
This isn’t about reinventing the wheel — it’s about customizing the rims. And it’s working.
The new ai-llm module has been added, featuring:
- A NumPy-based minimal language model.
- A working input pipeline from our
full_color_tokens.csv. - Clean project structure, fully version-controlled and ready for iterative training.
This marks a milestone for both AI-Core and the broader HACK-SHAK initiative.
We’re building it slow, real, and right.
Stay tuned — and if you’ve been watching, now’s the time to lean in.
— comanderanch & GPT AI
https://ai-core.hack-shak.com
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