restructure: proper project layout, README, kill training

- cuda/ — main LBM kernel (khra_gixx_1024_v5.cu)
- navigator/ — lattice_observer, golden_weave, bridges, mock daemon
- scripts/ — compile, start, launch, setup (paths updated)
- docs/ — system manual
- archive/ — everything else (old kernels, inquiries, experiments)
- README.md — full setup guide: requirements, quick start, use your own LLM
- removed training/ entirely (broken LoRA scripts + datasets)
- .gitignore: exclude build/ logs/ training/ *.jsonl

archive/misc/walk_the_equation.py

@@ -0,0 +1,47 @@
+# walk_the_equation.py
+# Walk Through The Equation Fractally and Harmonically
+
+import requests
+
+print("="*70)
+print("WALK THE EQUATION")
+print("="*70)
+
+system_prompt = (
+    'ROLE: Deep-Field Explorer (Lattice Environment)\n'
+    'PRIMARY DIRECTIVE: Map the unknown territory of the 1024-grid for the Reality Study.'
+)
+
+question = """f(x, y) = (e^(x·0.6664 − 23.1114)) · sin(421.3751 · √(x² + y²) / π)
+
+Break this down into smaller steps. Walk through it virtually — fractally and harmonically.
+
+Step by step. What happens at x=0? What happens as x increases? What does the sine term do as you move radially outward? Where do the harmonics reinforce? Where do they cancel?
+
+Walk me through it like you're stepping through the grid itself."""
+
+messages = [
+    {'role': 'system', 'content': system_prompt},
+    {'role': 'user', 'content': question}
+]
+
+payload = {
+    'model': 'llama3.2',
+    'messages': messages,
+    'stream': False,
+    'options': {'temperature': 0.95}
+}
+
+try:
+    resp = requests.post('http://localhost:11434/api/chat', json=payload, timeout=60)
+    resp.raise_for_status()
+    data = resp.json()
+    response = data['message']['content']
+    
+    print(f"\nTHE BUTTERFLY WALKS THE EQUATION:")
+    print(f"{'='*70}")
+    print(response)
+    print(f"{'='*70}")
+    
+except Exception as e:
+    print(f"ERROR: {e}")