diff --git a/.readthedocs.yml b/.readthedocs.yml
index 64e9980be..da55fc50a 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,11 +1,17 @@
-requirements_file: doc/requirements.txt
+version: 2
 
-build:
-    image: latest
+sphinx:
+  configuration: doc/conf.py
 
 python:
-    version: 3.8
+  install:
+    - requirements: doc/requirements.txt
+    - method: pip
+      path: .
 
-# Don't build any extra formats
-formats:
-    - none
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.9"
+  apt_packages:
+    - graphviz
diff --git a/requirements.txt b/requirements.txt
index b5c6515e0..ddc903ca4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,6 +1,6 @@
 appdirs==1.4.4
 autograd==1.4
-autoray==0.2.5
+autoray==0.3.2
 cachetools==5.0.0
 certifi==2023.7.22
 cffi==1.15.1
@@ -43,4 +43,4 @@ sympy==1.10.1
 toml==0.10.2
 tweedledum==1.1.1
 urllib3==1.26.9
-websocket-client==1.3.2
\ No newline at end of file
+websocket-client==1.3.2