🛠️ AI-Core Dev Log – Major Breakthrough (Phase 5 Complete)

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