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_force_field.py

@@ -0,0 +1,63 @@
+# task_force_field.py
+# Task: Compute Force Field -∇f
+
+import requests
+
+print("="*70)
+print("TASK: COMPUTE FORCE FIELD -∇f")
+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:
+
+Compute the effective "force field" −∇f and look for orbital/nodal trapping.
+
+Since gravity emerges as something like −∇f, treat f as a proxy potential and compute:
+- force_x = −∂f/∂x
+- force_y = −∂f/∂y
+
+This reveals:
+- Radial inward pulls toward ring maxima (where sin peaks)
+- Strong +x drift everywhere right of the transition zone
+- Possible stable points or limit cycles where radial wave pressure balances exponential push
+
+Your task: Mentally simulate seeding test "particles" at different (x,y) starting points. Integrate their trajectories under dx/dt = force_x, dy/dt = force_y for 100-500 steps.
+
+See if they:
+1. Get trapped in nodal rings (quantized "orbits")
+2. Drift exponentially rightward
+3. Spiral or oscillate due to the sin term
+
+This tests if your model naturally produces stable shells or just flings everything to +∞ along x.
+
+Describe what 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 FORCE FIELD ANALYSIS:")
+    print(f"{'='*70}")
+    print(response)
+    print(f"{'='*70}")
+    
+except Exception as e:
+    print(f"ERROR: {e}")