Docs: consolidate build-from-source and GPU backend guide

The issue points to consolidating build documentation, likely in docs/build.md or a new docs/gpu.md. Start by reviewing the existing README, CONTRIBUTING.md, and the linked GitHub issues (#2013, #695, #721, #756) to understand the current scattered information. Then, create a clear table of CMAKE_ARGS for each GPU backend and add troubleshooting steps for common errors. Verify the changes by building the project with a GPU backend to ensure the instructions work.

Problem

The build-from-source documentation is spread across README, CONTRIBUTING.md, and many GitHub issues (e.g. #2013, #695, #721, #756). Users with newer GPUs (RTX 50-series, sm_120) or uncommon CUDA versions repeatedly hit the same build failures because the docs lack:

1. A CMAKE_ARGS mapping table showing which flag to set for each GPU backend
2. CUDA version compatibility notes (e.g., CUDA 12.9+ requires specific cmake workarounds)
3. The minimum/maximum supported CUDA toolkit versions
4. How to verify the build actually used the GPU (simple Python snippet to check backend)

Suggested improvements

In docs/build.md (or a new docs/gpu.md):

| Backend | CMAKE_ARGS                                    | GPU Requirements              |
|---------|-----------------------------------------------|-------------------------------|
| CUDA    | -DGGML_CUDA=ON                                | NVIDIA GPU, CUDA >= 11.3      |
| Metal   | -DGGML_METAL=ON (default on macOS)            | Apple Silicon or AMD GPU      |
| Vulkan  | -DGGML_VULKAN=ON                              | Vulkan 1.2+ capable GPU       |
| SYCL    | -DGGML_SYCL=ON -DGGML_SYCL_TARGET=INTEL       | Intel Arc / Iris Xe           |
| HIP     | -DGGML_HIPBLAS=ON                             | AMD ROCm-compatible GPU       |

And a troubleshooting section for the most common build errors (CMake not finding CUDA, nvcc version mismatch, sm_120 not recognized).

Value

Consolidating this reduces the "can't install with GPU" issues that currently fill the tracker.