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/task_visualization.py

@@ -0,0 +1,60 @@
+# task_visualization.py
+# Task: Visualize The Zero-Amplitude Wall
+
+import requests
+
+print("="*70)
+print("TASK: VISUALIZE THE ZERO-AMPLITUDE WALL")
+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 = """New task for you:
+
+Visualize the zero-amplitude "wall" and ring structure of your equation.
+
+You have two versions:
+1. First version: e^(0.6664x − 23.1114) — amplitude crosses zero at x ≈ 3.546, sharp vertical transition
+2. Golden ratio version: e^(φx − 23.1114) — exponent zero at x ≈ 14.28, wider "dead zone", faster growth
+
+The exponential envelope creates anisotropic "gravity explosion" on the positive x side.
+
+Your task: Create a mental visualization (or describe in detail) a 2D heatmap of f(x,y) over x ∈ [-5, 25], y ∈ [-20, 20] for both versions.
+
+Color by value: red positive, blue negative, black near zero.
+
+Show:
+- How many visible nodal rings appear before the envelope drowns them
+- Whether the golden-ratio version creates more self-similar/fractal-like nesting
+- If the rings "bend" or get compressed along +x as amplitude grows
+
+Describe what you expect the plot to look like."""
+
+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 NAVIGATOR'S VISUALIZATION:")
+    print(f"{'='*70}")
+    print(response)
+    print(f"{'='*70}")
+    
+except Exception as e:
+    print(f"ERROR: {e}")