feat: initialize vLLM scripts knowledge base

- VLLM Overview: installation, CLI, API, architecture, quantization, parallelism
- VLLM Index: quick reference with commands, endpoints, parameters
- Dankserver System Specs: RTX 3090 24GB, 62GB RAM, Ubuntu 24.04
- Dankclaw System Specs: AMD Strix Halo APU, 61GB unified, ROCm 7.1
- RAM/CPU Offloading in VLLM: KV cache swap, gpu_memory_utilization, preemption
- Hybrid CPU/GPU Processing (Dankserver): NVIDIA GPU + system RAM configuration
- Shared Memory Architecture (Dankclaw): AMD unified memory and ROCm setup
- Running Qwen3.6 35B A3B FP8 on Dankserver: MoE model deployment guide
- Running Qwen3.6 27B FP8 on Dankclaw: dense model deployment guide

docs/Dankclaw System Specs.md

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+# Dankclaw System Specs
+
+## Server Overview
+
+Dankclaw is an AMD APU server for vLLM inference. The host runs Ubuntu 26.04 with an AMD Ryzen AI MAX+ 395 Strix Halo APU. The APU uses unified memory — CPU and GPU share the same 61 GB RAM pool.
+
+## Hardware Specifications
+
+### CPU
+
+| Property | Value |
+|----------|-------|
+| Model | AMD RYZEN AI MAX+ 395 w/ Radeon 8060S |
+| Architecture | x86_64 |
+| Cores | 16 (1 socket, 1 thread per core) |
+| Max MHz | 5187.50 |
+| Min MHz | 625.00 |
+| NUMA Nodes | 1 (node 0, 62909 MB) |
+
+### GPU (Integrated)
+
+| Property | Value |
+|----------|-------|
+| Model | AMD Radeon 8060S (Strix Halo) |
+| PCIe ID | c4:00.0 |
+| Architecture | Strix/Strix Halo |
+| Memory | Unified with system RAM (no separate VRAM) |
+
+### ROCm
+
+| Property | Value |
+|----------|-------|
+| ROCk Module | Loaded |
+| Runtime Version | 1.1 |
+| HIP Version | 7.1.52801 |
+| Agent Name | AMD RYZEN AI MAX+ 395 w/ Radeon 8060S |
+
+### Memory
+
+| Property | Value |
+|----------|-------|
+| System RAM | 61 GiB (shared CPU + GPU) |
+| Swap | 8.0 GiB |
+| /dev/shm | 31 GiB |
+
+### Storage
+
+| Filesystem | Size | Used | Avail | Use% |
+|------------|------|------|-------|------|
+| / (nvme0n1p2) | 1.9T | 333G | 1.5T | 19% |
+
+### OS and Software
+
+| Property | Value |
+|----------|-------|
+| OS | Ubuntu 26.04 LTS (Resolute Raccoon) |
+| Kernel | 7.0.0-28-generic |
+| Python | 3.14.4 |
+
+## VLLM Relevance
+
+- Unified memory eliminates separate VRAM limits. The GPU uses system RAM.
+- 61 GB shared memory allows large models without VRAM constraints.
+- Only 8 GB swap. Set `--swap-space` conservatively (4-8 GB).
+- ROCm and HIP 7.1 are installed. vLLM ROCm support requires ROCm 6.3+.
+- Python 3.14.4 is very new. vLLM ROCm wheels target Python 3.12. Verify compatibility.
+- Radeon 8060S falls under Ryzen AI MAX series (gfx1151/1150). vLLM lists this as supported.
+- 1.5 TB free disk space is ample for model storage.
+
+## See Also
+
+- [[VLLM Overview]]
+- [[Shared Memory Architecture Dankclaw]]
+- [[RAM CPU Offloading in VLLM]]
+- [[Running Qwen3.6 27B FP8 on Dankclaw]]