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README.md

@@ -90,21 +90,22 @@ license: apache-2.0
 
 ![LambdaMindlink Flow-Chart](https://cdn-uploads.huggingface.co/production/uploads/68698fec0e940a0d551d6c20/6raN5gBPOZXEHKApJFTIh.jpeg)
 
-## Alpha Intelligence
+## Alpha Intelligence. Download your AIs  
+*   *MoE models for best speed vs quality on the laptop*  
+*   Choose 4bit - 6bit versions for efficiency.  
+*   **Supported by now:**  
+    *   **Qwen3.6** (very good quality), **Gemma-4** (concise think mode).  
 
-**Download the GGUF files from Hugging Face and place them in the `ai/` folder inside the repo. Then you must copy the GGUF ai name and paste it in the config.py under `_ALPHA_INTELLIGENCE_TO_LOAD` and choose `_MODEL_TYPE: "qwen" OR "gemma"`:**  
-- Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf
-- gemma-4-E2B-it-UD-Q4_K_XL.gguf  
-- gemma-4-E4B-it-UD-Q4_K_XL.gguf  
-- gemma-4-26B-A4B-it-UD-Q6_K_XL.gguf  
+1. Download the GGUF files from Hugging Face.  
+2. Place them in the `ai/` folder inside the repo.  
+3. Then copy the GGUF ai name and paste it in the config.py under `_ALPHA_INTELLIGENCE_TO_LOAD` and choose `_MODEL_TYPE: "qwen" OR "gemma"`**  
 
-**Qwen3.6 MTP (very good quality), Gemma-4 (concise think mode):**  
-- [unsloth/Qwen3.6-35B-A3B-MTP-GGUF](https://huggingface.co/unsloth/Qwen3.6-35B-A3B-MTP-GGUF)  
-- [unsloth/google_gemma-4-e2b-it-GGUF](https://huggingface.co/unsloth/gemma-4-E2B-it-GGUF) — fast debug cycles  
-- [unsloth/google_gemma-4-e4b-it-GGUF](https://huggingface.co/unsloth/gemma-4-E4B-it-GGUF) — balanced  
-- [unsloth/gemma-4-26B-A4B-it-GGUF](https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF) — efficient (recommended)  
+- [unsloth/Qwen3.6-35B-A3B-MTP-GGUF](https://huggingface.co/unsloth/Qwen3.6-35B-A3B-MTP-GGUF/tree/main) — recommended  
+- [unsloth/gemma-4-26B-A4B-it-GGUF](https://huggingface.co/unsloth/gemma-4-26B-A4B-it-GGUF/tree/main) — efficient  
+- [unsloth/google_gemma-4-e2b-it-GGUF](https://huggingface.co/unsloth/gemma-4-E2B-it-GGUF/tree/main) — fast debug cycles  
+- [unsloth/google_gemma-4-e4b-it-GGUF](https://huggingface.co/unsloth/gemma-4-E4B-it-GGUF/tree/main) — balanced  
 
-The `ai/` folder is excluded from git. GGUFs are never committed to this repository.
+*The `ai/` folder is excluded from git. GGUFs are never committed to this repository.*
 
 ---
 
@@ -436,29 +437,31 @@ lambda-mindlink-memotron/
 ## Memory Architecture
 
 ```md
-heartbeats_startup timer:
-  prompt/valka_memory.md ──► garden["Z"]   (pre-load memory capsules sequentially)
+if _heartbeats >= metatron_metronome and n_metatron_loaded < n_metatron_to_load:
+    # pre-load memory capsules sequentially
+    prompt/valka_memory ──► Mindlink + Lambda ──► Memotron ──► garden["Z"]   
 
-Each turn:
-  sensor["Z"] ──► Mindlink + Lambda ──► Memotron ──► garden["Z"]
+User input, each turn:
+    sensor["Z"] ──► Mindlink + Lambda ──► Memotron ──► garden["Z"]
                                                         │
-                                          garden["Z"] full?
+                                        garden["Z"] full?
                                                         │
-                                              Condensatron append into garden["C"]
+                                            Condensatron append into garden["C"]
                                                         │
-                                          garden["C"] full?
+                                        garden["C"] full?
                                                         │
-                                              Condensatron append into garden["F"]
+                                            Condensatron append into garden["F"]
                                                         │
-                                          garden["F"] full?
+                                        garden["F"] full?
                                                         │
-                                              Condensatron append into garden["F"]
+                                            Condensatron append into garden["F"]
 
-if heartbeats:
+if heartbeats >= awareness_consciousness_metronome:
     if not was_awareness:
-        # heartbeats timer global news
+        # heartbeats timer global news X-factor awareness
         sensor["X"] ──► Mindlink + Lambda ──► Memotron ──► garden["Z"]
     else:
+        # heartbeats timer self-reflection Y-factor consciousness
         sensor["Y"] ──► Mindlink + Lambda ──► Memotron ──► garden["Z"]
 ```