From ad4e5c890fe2558e10291f17758907d5a44fb585 Mon Sep 17 00:00:00 2001
From: eyonce <119352785+eyonce@users.noreply.github.com>
Date: Wed, 24 Jun 2026 07:19:45 +0200
Subject: [PATCH] Fix link to gradient.py

---
 index.html | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/index.html b/index.html
index 4498dee..2289c7c 100644
--- a/index.html
+++ b/index.html
@@ -157,7 +157,7 @@ <h2 id="faq">FAQ</h2>
     <dd>tinygrad is used in <a href="https://github.com/commaai/openpilot">openpilot</a> to run the driving model on the Snapdragon 845 GPU. It replaces <a href="https://developer.qualcomm.com/sites/default/files/docs/snpe/overview.html">SNPE</a>, is faster, supports loading onnx files, supports training, and allows for attention (SNPE only allows fixed weights).</dd>
 
     <dt>Is tinygrad inference only?</dt>
-    <dd>No! It supports full forward and backward passes with autodiff. <a href="https://github.com/tinygrad/tinygrad/blob/master/tinygrad/gradient.py">This</a> is implemented at a level of abstraction higher than the accelerator specific code, so a tinygrad port gets you this for free.</dd>
+    <dd>No! It supports full forward and backward passes with autodiff. <a href="https://github.com/tinygrad/tinygrad/blob/master/tinygrad/mixin/gradient.py">This</a> is implemented at a level of abstraction higher than the accelerator specific code, so a tinygrad port gets you this for free.</dd>
 
     <dt>How can I use tinygrad for my next ML project?</dt>
     <dd>Follow the installation instructions on <a href="https://github.com/tinygrad/tinygrad">the tinygrad repo</a>. It has a similar API to PyTorch, yet simpler and more refined. Less stable though while tinygrad is in alpha, so be warned, though it's been fairly stable for a while.</dd>