Update README.md

README.md

@@ -7,40 +7,53 @@ sdk: static
 pinned: false
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+<img
+  src="https://github.com/user-attachments/assets/4b5175f3-1d60-455b-8664-43b2495ee1c3"
+  alt="Kernels Community"
+  width="200"
+/>
+
 # Kernels Community
-The Kernel Hub allows Python libraries and applications to **load optimized compute kernels directly from the Hugging Face Hub**. Think of it like the Model Hub, but for low-level, high-performance code snippets (kernels) that accelerate specific operations, often on GPUs. 
-
-Instead of manually managing complex dependencies, wrestling with compilation flags, or building libraries like Triton or CUTLASS from source, you can use the `kernels` library to instantly fetch and run pre-compiled, optimized kernels.
-
-## Projects
-The kernel hub team maintains two projects to make interacting with the kernel hub as easy as possible.
-<div style="display: flex; flex-direction: column; gap: 20px; flex-wrap: wrap; margin-bottom: 20px;">
-  <a href="https://github.com/huggingface/kernel-builder" style="flex: 1; min-width: 250px; text-decoration: none; color: inherit;">
-    <div style="height: 160px; border: 1px solid #ddd; border-radius: 8px; padding: 8px; background-color: inherit; box-shadow: 0 4px 6px rgba(0,0,0,0.1); display: flex; flex-direction: row; align-items: center;">
-      <img src="https://github.com/user-attachments/assets/4b5175f3-1d60-455b-8664-43b2495ee1c3" width="80" height="80" alt="kernel-builder logo" style="margin-right: 16px;">
-      <div>
-        <h3>kernel-builder</h3>
-        <p>Creates compliant kernels that meet strict criteria for portability and compatibility.</p>
-      </div>
-    </div>
-  </a>
-  
-  <a href="https://huggingface.co/docs/kernels/" style="flex: 1; min-width: 250px; text-decoration: none; color: inherit;">
-    <div style="height: 160px; border: 1px solid #ddd; border-radius: 8px; padding: 8px; background-color: inherit; box-shadow: 0 4px 6px rgba(0,0,0,0.1); display: flex; flex-direction: row; align-items: center;">
-      <img src="https://github.com/user-attachments/assets/64a652f3-0cd3-4829-b3c1-df13f7933569" width="80" height="80" alt="kernel logo" style="margin-right: 16px;">
-      <div>
-        <h3>kernels</h3>
-        <p>Python library to load compute kernels directly from the Hub.
-      </div>
-    </div>
-  </a>
-</div>
-
-## What are Compliant Kernels?
-
-Kernels on the Hub are designed to be:
-- **Portable**: Load from paths outside `PYTHONPATH`
-- **Unique**: Multiple versions can run in the same process
-- **Compatible**: Support various Python versions, PyTorch builds, and C++ ABIs
-
-Learn more about Kernel Hub and kernels library [in this blog](https://huggingface.co/blog/hello-hf-kernels).
+
+The **Kernel Hub** allows Python libraries and applications to **load optimized compute kernels directly from the Hugging Face Hub**.
+
+You can think of it as the Model Hub, but for low-level, high-performance code (kernels) that accelerate specific operations, often on GPUs.
+
+Instead of manually managing complex dependencies, dealing with compilation flags, or building libraries like Triton or CUTLASS from source, the `kernels` library lets you fetch and run **pre-compiled, optimized kernels** on demand.
+
+---
+
+## Repos
+
+The Kernel Hub team maintains two core repos:
+
+### `kernels`
+
+The main repository containing:
+- A deterministic kernel builder
+- A Python library for loading and executing kernels
+
+Documentation:  
+https://huggingface.co/docs/kernels/
+
+### `kernels-community`
+
+A repository that contains the source code for all of the kernels-community kernels
+
+Source code:  
+https://github.com/huggingface/kernels-community
+
+---
+
+## Compliant Kernels
+
+Kernels published on the Hub are designed to be:
+
+- **Portable** — loadable from paths outside `PYTHONPATH`
+- **Isolated** — multiple kernel versions can run in the same process
+- **Compatible** — support different Python versions, PyTorch builds, and C++ ABIs
+
+---
+
+Learn more about the Kernel Hub and the `kernels` library by reading the docs:    
+https://huggingface.co/docs/kernels/index