Add guides section

Author: aybchan

README.md

@@ -3,12 +3,12 @@
 JAX Toolbox
 ===========================
 
-**JAX-Toolbox** is NVIDIA's home for [JAX and XLA on GPUs](https://docs.nvidia.com/jax-toolbox/getting-started/jax-on-nvidia-gpu-stack), including the latest updates, containers and educational resources.
+**JAX Toolbox** is NVIDIA's home for [**JAX and XLA on GPUs**](https://docs.nvidia.com/jax-toolbox/getting-started/jax-on-nvidia-gpu-stack), including the latest updates, containers and educational resources.
 
 [![License Apache 2.0](https://badgen.net/badge/license/apache2.0/blue)](https://github.com/NVIDIA/JAX-Toolbox/blob/main/LICENSE.md)
 [![Build](https://badgen.net/badge/build/check-status/blue)](#build-pipeline-status)
 
-[**Latest news**](https://github.com/NVIDIA/JAX-Toolbox/#latest-news)   |   [**Tech blogs**](https://github.com/NVIDIA/JAX-Toolbox/#tech-blogs)   |   [**Documentation**](docs.nvidia.com/jax-toolbox/introduction)   |   [**Resources**](https://github.com/NVIDIA/JAX-Toolbox/#resources)   |   [**Container images**](https://github.com/NVIDIA/JAX-Toolbox/#container-images)
+[**Latest news**](https://github.com/NVIDIA/JAX-Toolbox/#latest-news)   |   [**Tech blogs**](https://github.com/NVIDIA/JAX-Toolbox/#tech-blogs)   |   [**Documentation**](https://docs.nvidia.com/jax-toolbox/introduction)   |   [**Resources**](https://github.com/NVIDIA/JAX-Toolbox/#resources)   |   [**Container images**](https://github.com/NVIDIA/JAX-Toolbox/#container-images)
 
 ---
 <div align="left">

docs/documentation/guides.md

@@ -0,0 +1,14 @@
+---
+title: Guides
+subtitle: Practical guides for profiling, optimizing, scaling and third-party tool integrations in JAX.
+slug: guides
+---
+
+- [**Writing High-Performance CuTe DSL kernels in JAX**](https://docs.jax.dev/en/latest/notebooks/cute_dsl_jax.html)
+- [**Tips for High-Performance LLMs with JAX on GPUs**](https://github.com/NVIDIA/JAX-Toolbox/blob/main/docs/GPU_performance.md)
+- [**AutoPGLE on GPU workflows**](https://github.com/NVIDIA/JAX-Toolbox/blob/main/docs/PGLE.md)
+- [**Profiling JAX programs on GPU**](https://github.com/NVIDIA/JAX-Toolbox/blob/main/docs/profiling.md)
+  - [**`nsys-jax`**](https://github.com/NVIDIA/JAX-Toolbox/blob/main/docs/nsys-jax.md)
+- [**Resilient Training with Ray and JAX**](https://github.com/NVIDIA/JAX-Toolbox/blob/main/docs/resiliency/ray_resilient_jax.md)
+- [**User Guide on Native XLA-FP8**](https://github.com/NVIDIA/JAX-Toolbox/blob/main/docs/NATIVE_FP8.md)
+

docs/index.yml

@@ -29,6 +29,11 @@ navigation:
       - page: Environment Variables
         path: getting-started/environment-variables.md
 
+  # ==================== Documentation ====================
+  - section: Documentation
+    contents:
+      - page: Guides
+        path: documentation/guides.md
   # ==================== Frameworks ====================
   - section: Frameworks
     contents: