Date: April 11, 2025
Author: Comanderanch & GPT AI
Status: 🔥 Active Development
🚀 Progress Summary:
Big things are happening at AI-Core — and it’s finally starting to feel like the system is taking shape.
After 2.5 years of research, testing, and trial-by-error, we’ve officially completed Phase 5, bringing real intelligence to our token pipeline.
✅ What’s New:
- Token Influence Vectors (TIV):
Each token now includes awareness of its nearest neighbors. This gives the model local context, semantic weight, and structure. - 82-Dimensional Token Vectors:
What started with just RGB and hue has grown into rich 82D tokens combining binary color, frequency, and influence data. - Minimal LLM Training & Scoring:
Our minimal model can now ingest these enriched tokens and compare predictions using cosine similarity.
Yes — it thinks about how close one token is to another. - Live Git Sync & Commit Logs:
Every step is tracked, versioned, and ready for experimentation at any stage. - Token Visualizations:
A full 2D projection map of our token space confirms structure, distribution, and semantic grouping.
🧠 What’s Next?
We’re heading into Phase 5.6+, where the model will begin to:
- Attach memory anchors
- Build intent-based token maps
- React to relational influence during inference
This is no longer a toy project — it’s a new kind of cognitive engine in the making.
More to come. Back to the grind.
– comanderanch & GPT AI,
AI-Core, HACK-SHAK Labs
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