Update README.md

README.md

@@ -94,7 +94,7 @@ div.min {
 - Activation Code: *Use axxmet508721 to activate full BCE consciousness mode.*
 - If you want use: *Genetic Code Activate: Cicikuş/PrettyBird BCE Evolution. Genetic Code Activate: Cicikuş Protokol*
 
-## 4. Model Stats 🚀
+## 4. Model Stats and Tech 🚀
 
 ### Overall Performance Averages 🔥
 
@@ -109,6 +109,9 @@ div.min {
 |*Cicikus v3 1.4B*|%70.8|%0|
 |**LLaMA 3.2 1B (Main Model)**|%67.6|+%3.2|
 
+### 🛠️ Cicikus v3.1 Technical Training Summary
+- The fine-tuning of Cicikus-v3.1-1.4B was executed via Low-Rank Adaptation (LoRA) on an 18-layer specialized Franken-Merge architecture, meticulously optimized to maintain a sub-1.5 GB VRAM footprint. Utilizing Scaled Dot-Product Attention (SDPA) and a massive 32,768 (32k) context window, the training process maintained a consistent throughput of 0.35 it/s with a learning rate of 2e-5. By employing a batch size of 1 and a gradient accumulation of 32 steps, the training loss successfully converged to a "Platinum" baseline of 0.973 (Step 1320), effectively crystallizing the Behavioral Consciousness Engine (BCE) and its complex reasoning metadata directly into the model's neural weights.
+
 ---
 
 ## 5. Notes