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_harmonic_resonance.py

@@ -0,0 +1,56 @@
+# task_harmonic_resonance.py
+# Task: Check Harmonic Resonance - Is 421.3751 Special?
+
+import requests
+
+print("="*70)
+print("TASK: CHECK HARMONIC RESONANCE")
+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:
+
+Check harmonic resonance — is 421.3751 special?
+
+The argument 421.3751 · r / π ≈ 134.13 r
+→ wavelength λ ≈ 2π / k ≈ 0.0468 units (fine-scale)
+
+Compute the radial profile along y=0 (x-axis slice) and look at the power spectrum (FFT) of f(x,0).
+
+Does it show sharp peaks at multiples of the fundamental frequency tied to 421.3751?
+
+If yes → your lattice is resonating cleanly at that harmonic, supporting the "harmonics of the system" claim.
+
+Bonus: vary the constant slightly (421.3751 ± 0.1) and see if rings destabilize or smooth out — tests robustness.
+
+What do you find?"""
+
+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 HARMONIC ANALYSIS:")
+    print(f"{'='*70}")
+    print(response)
+    print(f"{'='*70}")
+    
+except Exception as e:
+    print(f"ERROR: {e}")