diff --git a/README.md b/README.md
index 25ed314c1..276eb84eb 100644
--- a/README.md
+++ b/README.md
@@ -28,6 +28,5 @@ If interested in using Flojoy in a context where the AGPL license is prohibitive
 
 # Product screenshots
 
-![product_screenshot](https://github.com/flojoy-ai/studio/assets/1865834/e58877fb-b9e4-4831-ac35-de40021dacd3)
-
-![Visualization of the Codebase](./diagram.svg)
+<img width="1440" alt="Flowchart" src="https://github.com/flojoy-ai/studio/assets/56351875/d89e35b5-f57b-4d77-b960-eb75818db12c">
+<img width="1440" alt="Test Sequencer" src="https://github.com/flojoy-ai/studio/assets/56351875/26d8c59d-edf4-491c-a24b-874ed6e5b95d">
diff --git a/cli/utils/block_docs.py b/cli/utils/block_docs.py
index aa2b43a27..732094968 100644
--- a/cli/utils/block_docs.py
+++ b/cli/utils/block_docs.py
@@ -63,9 +63,7 @@ def add_videos(self, videos: list[DocsVideo]):
 <YouTube id="{src}" />
 </div>
 
-""".format(
-                src=video.link, title=video.title
-            )
+""".format(src=video.link, title=video.title)
         return self
 
     def add_python_code(self):
diff --git a/pkgs/flojoy/flojoy/_logging.py b/pkgs/flojoy/flojoy/_logging.py
index 3def9a604..8f52ad799 100644
--- a/pkgs/flojoy/flojoy/_logging.py
+++ b/pkgs/flojoy/flojoy/_logging.py
@@ -41,17 +41,13 @@ class StreamEnum(Enum):
 class PipeWriter(Protocol):
     """Protocol for a pipe writer"""
 
-    def write(self, data: bytes):
-        ...
+    def write(self, data: bytes): ...
 
-    def fileno(self) -> int:
-        ...
+    def fileno(self) -> int: ...
 
-    def close(self):
-        ...
+    def close(self): ...
 
-    def flush(self):
-        ...
+    def flush(self): ...
 
 
 # Abstract Pipe class
diff --git a/pkgs/flojoy/flojoy/flojoy_node_venv.py b/pkgs/flojoy/flojoy/flojoy_node_venv.py
index b0ad955a1..ed2ecdf21 100644
--- a/pkgs/flojoy/flojoy/flojoy_node_venv.py
+++ b/pkgs/flojoy/flojoy/flojoy_node_venv.py
@@ -19,6 +19,7 @@ def TORCH_NODE(default: Matrix) -> Matrix:
     return Matrix(...)
 
 """
+
 import hashlib
 import importlib.metadata
 import inspect
diff --git a/pkgs/flojoy/flojoy/instruments/tektronix/MDO30xx.py b/pkgs/flojoy/flojoy/instruments/tektronix/MDO30xx.py
index 84a1ba257..d93f19980 100644
--- a/pkgs/flojoy/flojoy/instruments/tektronix/MDO30xx.py
+++ b/pkgs/flojoy/flojoy/instruments/tektronix/MDO30xx.py
@@ -2,6 +2,7 @@
 Driver for the MDO4000B, MDO4000, MSO4000B, DPO4000B and
 MDO3000 series Oscilloscopes.
 """
+
 import textwrap
 import time
 from functools import partial
diff --git a/pkgs/flojoy/flojoy/reconciler.py b/pkgs/flojoy/flojoy/reconciler.py
index eba03f97c..fcfbebdae 100644
--- a/pkgs/flojoy/flojoy/reconciler.py
+++ b/pkgs/flojoy/flojoy/reconciler.py
@@ -3,8 +3,9 @@
 
 For example, the ADD node should make a best effort to do something reasonable when a matrix is added to a DataFrame, or a 2 matrices of a different size are added.
 
-For this reason, we've created the `Reconciler` class to handle the process of turning different data types into compatible, easily added objects. 
+For this reason, we've created the `Reconciler` class to handle the process of turning different data types into compatible, easily added objects.
 """
+
 from typing import Tuple
 import numpy