diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 30ca2e8..0d111e7 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,14 +20,14 @@ repos:
   #         - tags
   #         - slideshow
   #         - --
-  - repo: https://github.com/psf/black
-    rev: 24.10.0
+  - repo: https://github.com/psf/black-pre-commit-mirror
+    rev: 26.1.0
     hooks:
       - id: black
       - id: black-jupyter
 
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: "v5.0.0"
+    rev: "v6.0.0"
     hooks:
       - id: check-added-large-files
       - id: check-case-conflict
@@ -50,14 +50,14 @@ repos:
       - id: rst-inline-touching-normal
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: "v0.8.4"
+    rev: "v0.14.14"
     hooks:
       - id: ruff
         args: ["--fix", "--show-fixes"]
       - id: ruff-format
 
   - repo: https://github.com/abravalheri/validate-pyproject
-    rev: "v0.23"
+    rev: "v0.25"
     hooks:
       - id: validate-pyproject
         additional_dependencies: ["validate-pyproject-schema-store[all]"]
@@ -70,13 +70,13 @@ repos:
         args: [--prose-wrap=always]
 
   - repo: https://github.com/codespell-project/codespell
-    rev: "v2.3.0"
+    rev: "v2.4.1"
     hooks:
       - id: codespell
         args: ["-L", "precessing"]
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: "0.30.0"
+    rev: "0.36.1"
     hooks:
       - id: check-dependabot
       - id: check-github-workflows
diff --git a/AI_Postdoc_Workshop/module1/4-algorithms-prompting-with-olmo.ipynb b/AI_Postdoc_Workshop/module1/4-algorithms-prompting-with-olmo.ipynb
index 16764d4..238bcb2 100644
--- a/AI_Postdoc_Workshop/module1/4-algorithms-prompting-with-olmo.ipynb
+++ b/AI_Postdoc_Workshop/module1/4-algorithms-prompting-with-olmo.ipynb
@@ -175,12 +175,10 @@
    "source": [
     "# Test the prompt you want to send to OLMo.\n",
     "question = \"What is the best method for multiplying large numbers?\"\n",
-    "input_content = textwrap.dedent(\n",
-    "    f\"\"\"\\\n",
+    "input_content = textwrap.dedent(f\"\"\"\\\n",
     "    You are an algorithms expert. Please answer the following question on algorithms.\n",
     "    Question: {question}\n",
-    "\"\"\"\n",
-    ")\n",
+    "\"\"\")\n",
     "input_messages = [\n",
     "    {\n",
     "        \"role\": \"user\",\n",
@@ -271,13 +269,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "input_prompt_template = textwrap.dedent(\n",
-    "    \"\"\"\\\n",
+    "input_prompt_template = textwrap.dedent(\"\"\"\\\n",
     "{instruction}\n",
     "\n",
     "Question: {question}\n",
-    "\"\"\"\n",
-    ")"
+    "\"\"\")"
    ]
   },
   {
diff --git a/AI_Postdoc_Workshop/module2/2-olmo-chat-rag.ipynb b/AI_Postdoc_Workshop/module2/2-olmo-chat-rag.ipynb
index 294c22c..5eaf661 100644
--- a/AI_Postdoc_Workshop/module2/2-olmo-chat-rag.ipynb
+++ b/AI_Postdoc_Workshop/module2/2-olmo-chat-rag.ipynb
@@ -342,15 +342,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "input_prompt_template = textwrap.dedent(\n",
-    "    \"\"\"\\\n",
+    "input_prompt_template = textwrap.dedent(\"\"\"\\\n",
     "You are an algorithms expert. Please answer the question on algorithms based on the following context:\n",
     "\n",
     "{context}\n",
     "\n",
     "Question: {question}\n",
-    "\"\"\"\n",
-    ")"
+    "\"\"\")"
    ]
   },
   {
diff --git a/Archive/SciPy2024/module2/2-astrophysics-prompting-with-olmo.ipynb b/Archive/SciPy2024/module2/2-astrophysics-prompting-with-olmo.ipynb
index 797bdf2..2ddb5ef 100644
--- a/Archive/SciPy2024/module2/2-astrophysics-prompting-with-olmo.ipynb
+++ b/Archive/SciPy2024/module2/2-astrophysics-prompting-with-olmo.ipynb
@@ -204,12 +204,10 @@
    "source": [
     "# Test the prompt you want to send to OLMo.\n",
     "question = \"What is dark matter?\"\n",
-    "input_content = textwrap.dedent(\n",
-    "    f\"\"\"\\\n",
+    "input_content = textwrap.dedent(f\"\"\"\\\n",
     "    You are an astrophysics expert. Please answer the following question on astrophysics.\n",
     "    Question: {question}\n",
-    "\"\"\"\n",
-    ")\n",
+    "\"\"\")\n",
     "input_messages = [\n",
     "    {\n",
     "        \"role\": \"user\",\n",
@@ -330,13 +328,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "input_prompt_template = textwrap.dedent(\n",
-    "    \"\"\"\\\n",
+    "input_prompt_template = textwrap.dedent(\"\"\"\\\n",
     "{instruction}\n",
     "\n",
     "Question: {question}\n",
-    "\"\"\"\n",
-    ")"
+    "\"\"\")"
    ]
   },
   {
diff --git a/Archive/SciPy2024/module3/1-olmo-chat-rag.ipynb b/Archive/SciPy2024/module3/1-olmo-chat-rag.ipynb
index 6fde82d..072853c 100644
--- a/Archive/SciPy2024/module3/1-olmo-chat-rag.ipynb
+++ b/Archive/SciPy2024/module3/1-olmo-chat-rag.ipynb
@@ -364,15 +364,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "input_prompt_template = textwrap.dedent(\n",
-    "    \"\"\"\\\n",
+    "input_prompt_template = textwrap.dedent(\"\"\"\\\n",
     "You are an astrophysics expert. Please answer the question on astrophysics based on the following context:\n",
     "\n",
     "{context}\n",
     "\n",
     "Question: {question}\n",
-    "\"\"\"\n",
-    ")"
+    "\"\"\")"
    ]
   },
   {
diff --git a/demos/olmo-rag/index.ipynb b/demos/olmo-rag/index.ipynb
index 6a51657..943f583 100644
--- a/demos/olmo-rag/index.ipynb
+++ b/demos/olmo-rag/index.ipynb
@@ -806,15 +806,13 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "input_prompt_template = textwrap.dedent(\n",
-    "    \"\"\"\\\n",
+    "input_prompt_template = textwrap.dedent(\"\"\"\\\n",
     "You are an astrophysics expert. Please answer the question on astrophysics based on the following context:\n",
     "\n",
     "{context}\n",
     "\n",
     "Question: {question}\n",
-    "\"\"\"\n",
-    ")"
+    "\"\"\")"
    ]
   },
   {
diff --git a/resources/download_data.py b/resources/download_data.py
index 0fdc122..415e0eb 100644
--- a/resources/download_data.py
+++ b/resources/download_data.py
@@ -1,5 +1,4 @@
 import ssec_tutorials
 
-
 if __name__ == "__main__":
     ssec_tutorials.download_all_tutorial_data()