diff --git a/docs/documentation/guides.md b/docs/documentation/guides.md
deleted file mode 100644
index af23bec09..000000000
--- a/docs/documentation/guides.md
+++ /dev/null
@@ -1,14 +0,0 @@
----
-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)
-
diff --git a/docs/gpu-kernels.md b/docs/gpu-kernels.md
new file mode 100644
index 000000000..31937c231
--- /dev/null
+++ b/docs/gpu-kernels.md
@@ -0,0 +1,11 @@
+---
+title: Customize JAX with GPU kernels
+subtitle: Writing custom kernels for JAX on GPUs.
+slug: gpu-kernels
+---
+
+Developers need customization of the JAX stack to customize their models and to optimize beyond what's natively available in JAX/XLA stack.
+
+NVIDIA offers a suite of tools, libraries and kernel DSLs, helping customization.
+
+- [**Writing High-Performance CuTe DSL kernels in JAX**](https://docs.jax.dev/en/latest/notebooks/cute_dsl_jax.html)
diff --git a/docs/index.yml b/docs/index.yml
index 696626a8e..ccfac3e37 100644
--- a/docs/index.yml
+++ b/docs/index.yml
@@ -29,11 +29,6 @@ navigation:
       - page: Environment Variables
         path: getting-started/environment-variables.md
 
-  # ==================== Documentation ====================
-  - section: Documentation
-    contents:
-      - page: Guides
-        path: documentation/guides.md
   # ==================== Frameworks ====================
   - section: Frameworks
     contents:
@@ -74,11 +69,11 @@ navigation:
       - page: JAX-vLLM Rollout Offloading Bridge
         path: inference/jax-inference-offloading.md
 
-  # ==================== Tools ====================
-  - section: Tools
+  # ==================== Customization ====================
+  - section: Customization
     contents:
-      - page: Triage Tool
-        path: triage-tool.md
+      - page: GPU Kernels
+        path: gpu-kernels.md
 
   # ==================== Reference ====================
   - section: Reference