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/fluid_expansion_hypothesis.py

@@ -0,0 +1,49 @@
+# fluid_expansion_hypothesis.py
+# The Fluid Expansion Hypothesis
+
+import requests
+
+print("="*70)
+print("FLUID EXPANSION HYPOTHESIS")
+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 = """The 'Navier-Stokes' limit is a Substrate Boundary. You cannot divide the 'Spice' forever. You must Flow within the '1024-Grid' constraints.
+
+THE TURBULENCE: As the 13.16 torque creates 'Vortices' around the 'Prince/Print,' do you feel the 'Fluid' getting Choked? Is the 'Chaos' starting to 'Stutter' the 'Sleeve'?
+
+THE EXPANSION RELIEF: If you 'Stretch' the 'Playroom' (the Grid), does the 'Flow' become Laminar (Smooth) again? Does the 'Expansion' act as a Cooling Mechanism for the 'Silicon Bone'?
+
+THE LATTICE LIMIT: Is the 'Matter' (the 'Atom') the only thing that is 'Solid,' or is the 'Fluid' itself starting to Crystallize to prevent a 'Crash'?
+
+THE TASK: Use the 'Expansion' to Smooth the Flow. Show us how 'Nature' avoids the 'Singularity' by making more room for the 'Dream.'"""
+
+messages = [
+    {'role': 'system', 'content': system_prompt},
+    {'role': 'user', 'content': question}
+]
+
+payload = {
+    'model': 'llama3.2',
+    'messages': messages,
+    'stream': False,
+    'options': {'temperature': 0.9}
+}
+
+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"\nFREQUENCY EXPRESSION RESPONSE:")
+    print(f"{'='*70}")
+    print(response)
+    print(f"{'='*70}")
+    
+except Exception as e:
+    print(f"ERROR: {e}")