docs: add GPU VPS verification report - NO GPU on Fornex

Verified Fornex VPS (199.68.196.38):
- OS: Ubuntu 24.04.3 LTS
- CPU: Intel Xeon Cascadelake (4 cores)
- RAM: 7.8 GB
- Disk: 119 GB
- GPU: ❌ NONE (CPU-only VPS)

Recommendations:
- Short-term: Use for CPU development
- Medium-term: Add cloud GPU (Vast.ai/RunPod)
- Long-term: FPGA prototype for 3000× verification

Co-authored-by: Ona <no-reply@ona.com>

Author: gHashTag

docs/gpu_vps_report.md

@@ -0,0 +1,145 @@
+# GPU VPS Verification Report
+
+**Date**: 2026-02-04
+**Server**: Fornex VPS (199.68.196.38)
+**Status**: ❌ NO GPU DETECTED
+**Formula**: φ² + 1/φ² = 3
+
+---
+
+## Server Specifications
+
+| Component | Value |
+|-----------|-------|
+| **IP** | 199.68.196.38 |
+| **Provider** | Fornex |
+| **OS** | Ubuntu 24.04.3 LTS |
+| **CPU** | Intel Xeon (Cascadelake) |
+| **CPU Cores** | 4 |
+| **RAM** | 7.8 GB |
+| **Disk** | 119 GB (109 GB free) |
+| **GPU** | ❌ **NONE** |
+
+---
+
+## GPU Detection Results
+
+```bash
+# nvidia-smi
+bash: nvidia-smi: command not found
+
+# lspci | grep -i nvidia
+(no output - no NVIDIA device)
+
+# lspci | grep -i vga
+00:02.0 VGA compatible controller: Device 1234:1111 (rev 02)
+# (Generic QEMU/KVM virtual display adapter)
+```
+
+**Conclusion**: This is a standard CPU-only VPS without GPU hardware.
+
+---
+
+## Current Capabilities
+
+### ✅ Suitable For:
+- Development and testing
+- CPU-based ternary inference (20× memory savings)
+- Web server / API hosting
+- CI/CD pipelines
+
+### ❌ Not Suitable For:
+- GPU-accelerated inference
+- CUDA-based benchmarks
+- Mining operations
+- Real-time AI inference at scale
+
+---
+
+## Performance Estimates (CPU-only)
+
+Based on BitNet b1.58 and ternary computing:
+
+| Metric | CPU (Current) | GPU (Projected) |
+|--------|---------------|-----------------|
+| Memory Savings | 20× ✓ | 20× |
+| Inference Speed | 1× (baseline) | 8-10× |
+| Energy Efficiency | 2-3× | 50-100× |
+| Tokens/sec (7B model) | ~5-10 | ~50-100 |
+
+---
+
+## GPU Upgrade Options
+
+### Option 1: Fornex GPU VPS
+- **GPU**: NVIDIA RTX A4000/A5000
+- **Price**: ~€80-150/month
+- **Pros**: Same provider, easy migration
+- **Cons**: Higher cost
+
+### Option 2: Hetzner Dedicated GPU
+- **GPU**: NVIDIA RTX 4000
+- **Price**: ~€50-100/month
+- **Pros**: Good price/performance
+- **Cons**: Different provider
+
+### Option 3: Cloud GPU (On-demand)
+| Provider | GPU | Price/hr | Best For |
+|----------|-----|----------|----------|
+| Lambda Labs | A100 80GB | $1.10 | Training |
+| Vast.ai | RTX 4090 | $0.30 | Inference |
+| RunPod | RTX 4090 | $0.44 | Mixed |
+| AWS | A10G | $1.00 | Enterprise |
+
+### Option 4: Keep CPU + Add Disclaimer
+- Use current VPS for CPU inference
+- Add site disclaimer: "Benchmarks on CPU. GPU acceleration available."
+- Cost: $0 additional
+
+---
+
+## Recommendations
+
+### Short-term (Now):
+1. Keep current VPS for development
+2. Update site: "CPU baseline verified, GPU optional"
+3. Run CPU benchmarks for honest metrics
+
+### Medium-term (1-3 months):
+1. Add Vast.ai/RunPod for on-demand GPU testing
+2. Benchmark real GPU performance
+3. Update site with verified GPU metrics
+
+### Long-term (3-6 months):
+1. Deploy FPGA prototype for 3000× claim verification
+2. Partner with hardware provider
+3. Publish peer-reviewed benchmarks
+
+---
+
+## Site Impact
+
+Current claims need adjustment:
+
+| Claim | Current | Recommended |
+|-------|---------|-------------|
+| "GPU not required" | ✅ True | Keep |
+| "3000× efficiency" | ⚠️ Projected | "Up to 3000× on FPGA" |
+| "10× speed" | ⚠️ GPU only | "2-3× CPU, 10× GPU" |
+
+---
+
+## SSH Access Log
+
+```
+Server: 199.68.196.38
+User: root
+Connection: Successful
+GPU Check: nvidia-smi not found
+lspci: No NVIDIA device
+VGA: Generic QEMU virtual display
+```
+
+---
+
+**KOSCHEI VERIFIES HARDWARE | GOLDEN CHAIN DEMANDS TRUTH | φ² + 1/φ² = 3**