diff --git a/apps/openchallenges/notebook/notebooks/openai-challenge-headline.ipynb b/apps/openchallenges/notebook/notebooks/openai-challenge-headline.ipynb
index 6c1811e02e..dddc61a970 100644
--- a/apps/openchallenges/notebook/notebooks/openai-challenge-headline.ipynb
+++ b/apps/openchallenges/notebook/notebooks/openai-challenge-headline.ipynb
@@ -253,12 +253,47 @@
     "print(json_str)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "14ba8e14",
+   "metadata": {},
+   "source": [
+    "## Generating challenge headlines with AWS LLM"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8ba9a632",
+   "metadata": {},
+   "source": [
+    "### Configure Bedrock client"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "20da8b0e",
    "metadata": {},
    "outputs": [],
+   "source": [
+    "import json\n",
+    "import os\n",
+    "import sys\n",
+    "\n",
+    "import boto3\n",
+    "import botocore\n",
+    "\n",
+    "module_path = \"..\"\n",
+    "sys.path.append(os.path.abspath(module_path))\n",
+    "from utils import bedrock, print_ww"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5bbcd90f",
+   "metadata": {},
+   "outputs": [],
    "source": []
   }
  ],
diff --git a/apps/openchallenges/notebook/notebooks/utils/__init__.py b/apps/openchallenges/notebook/notebooks/utils/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/apps/openchallenges/notebook/notebooks/utils/bedrock.py b/apps/openchallenges/notebook/notebooks/utils/bedrock.py
new file mode 100644
index 0000000000..b959e1009a
--- /dev/null
+++ b/apps/openchallenges/notebook/notebooks/utils/bedrock.py
@@ -0,0 +1,80 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+"""Helper utilities for working with Amazon Bedrock from Python notebooks"""
+# Python Built-Ins:
+import os
+from typing import Optional
+
+# External Dependencies:
+import boto3
+from botocore.config import Config
+
+
+def get_bedrock_client(
+    assumed_role: Optional[str] = None,
+    region: Optional[str] = None,
+    runtime: Optional[bool] = True,
+):
+    """Create a boto3 client for Amazon Bedrock, with optional configuration overrides
+
+    Parameters
+    ----------
+    assumed_role :
+        Optional ARN of an AWS IAM role to assume for calling the Bedrock service. If not
+        specified, the current active credentials will be used.
+    region :
+        Optional name of the AWS Region in which the service should be called (e.g. "us-east-1").
+        If not specified, AWS_REGION or AWS_DEFAULT_REGION environment variable will be used.
+    runtime :
+        Optional choice of getting different client to perform operations with the Amazon Bedrock service.
+    """
+    if region is None:
+        target_region = os.environ.get(
+            "AWS_REGION", os.environ.get("AWS_DEFAULT_REGION")
+        )
+    else:
+        target_region = region
+
+    print(f"Create new client\n  Using region: {target_region}")
+    session_kwargs = {"region_name": target_region}
+    client_kwargs = {**session_kwargs}
+
+    profile_name = os.environ.get("AWS_PROFILE")
+    if profile_name:
+        print(f"  Using profile: {profile_name}")
+        session_kwargs["profile_name"] = profile_name
+
+    retry_config = Config(
+        region_name=target_region,
+        retries={
+            "max_attempts": 10,
+            "mode": "standard",
+        },
+    )
+    session = boto3.Session(**session_kwargs)
+
+    if assumed_role:
+        print(f"  Using role: {assumed_role}", end="")
+        sts = session.client("sts")
+        response = sts.assume_role(
+            RoleArn=str(assumed_role), RoleSessionName="langchain-llm-1"
+        )
+        print(" ... successful!")
+        client_kwargs["aws_access_key_id"] = response["Credentials"]["AccessKeyId"]
+        client_kwargs["aws_secret_access_key"] = response["Credentials"][
+            "SecretAccessKey"
+        ]
+        client_kwargs["aws_session_token"] = response["Credentials"]["SessionToken"]
+
+    if runtime:
+        service_name = "bedrock-runtime"
+    else:
+        service_name = "bedrock"
+
+    bedrock_client = session.client(
+        service_name=service_name, config=retry_config, **client_kwargs
+    )
+
+    print("boto3 Bedrock client successfully created!")
+    print(bedrock_client._endpoint)
+    return bedrock_client
diff --git a/apps/openchallenges/notebook/notebooks/utils/print_ww.py b/apps/openchallenges/notebook/notebooks/utils/print_ww.py
new file mode 100644
index 0000000000..b03ad2c10a
--- /dev/null
+++ b/apps/openchallenges/notebook/notebooks/utils/print_ww.py
@@ -0,0 +1,21 @@
+# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
+# SPDX-License-Identifier: MIT-0
+"""General helper utilities the workshop notebooks"""
+# Python Built-Ins:
+from io import StringIO
+import sys
+import textwrap
+
+
+def print_ww(*args, width: int = 100, **kwargs):
+    """Like print(), but wraps output to `width` characters (default 100)"""
+    buffer = StringIO()
+    try:
+        _stdout = sys.stdout
+        sys.stdout = buffer
+        print(*args, **kwargs)
+        output = buffer.getvalue()
+    finally:
+        sys.stdout = _stdout
+    for line in output.splitlines():
+        print("\n".join(textwrap.wrap(line, width=width)))
diff --git a/apps/openchallenges/notebook/poetry.lock b/apps/openchallenges/notebook/poetry.lock
index 84ff397b55..80ab2c34f7 100644
--- a/apps/openchallenges/notebook/poetry.lock
+++ b/apps/openchallenges/notebook/poetry.lock
@@ -136,24 +136,24 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "anyio"
-version = "4.0.0"
+version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "anyio-4.0.0-py3-none-any.whl", hash = "sha256:cfdb2b588b9fc25ede96d8db56ed50848b0b649dca3dd1df0b11f683bb9e0b5f"},
-    {file = "anyio-4.0.0.tar.gz", hash = "sha256:f7ed51751b2c2add651e5747c891b47e26d2a21be5d32d9311dfe9692f3e5d7a"},
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (>=0.22)"]
+doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
+test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (<0.22)"]
 
 [[package]]
 name = "appnope"
@@ -349,6 +349,44 @@ webencodings = "*"
 [package.extras]
 css = ["tinycss2 (>=1.1.0,<1.3)"]
 
+[[package]]
+name = "boto3"
+version = "1.28.72"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">= 3.7"
+files = [
+    {file = "boto3-1.28.72-py3-none-any.whl", hash = "sha256:73e2b56dcbe1b856274185c908dcb5973b007d62c74b646e6bd2ac09a303983a"},
+    {file = "boto3-1.28.72.tar.gz", hash = "sha256:cc7d939cdbb4ad3980274c96c589e95f028f740ac49a3547c8f4aaec6a7a6409"},
+]
+
+[package.dependencies]
+botocore = ">=1.31.72,<1.32.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.7.0,<0.8.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.31.72"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">= 3.7"
+files = [
+    {file = "botocore-1.31.72-py3-none-any.whl", hash = "sha256:1a0f5063a9a5e1ef40907c67778625cf14a8c47c8e09cd2b3f9dc53a8adb52cf"},
+    {file = "botocore-1.31.72.tar.gz", hash = "sha256:37763f40c2fcc48114015fe43bbd75ec1aabef48b418e1a5e28cb1c350967260"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""}
+
+[package.extras]
+crt = ["awscrt (==0.16.26)"]
+
 [[package]]
 name = "certifi"
 version = "2023.7.22"
@@ -553,6 +591,21 @@ lint = ["black (>=22.6.0)", "mdformat (>0.7)", "mdformat-gfm (>=0.3.5)", "ruff (
 test = ["pytest"]
 typing = ["mypy (>=0.990)"]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.1"
+description = "Easily serialize dataclasses to and from JSON."
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "dataclasses_json-0.6.1-py3-none-any.whl", hash = "sha256:1bd8418a61fe3d588bb0079214d7fb71d44937da40742b787256fd53b26b6c80"},
+    {file = "dataclasses_json-0.6.1.tar.gz", hash = "sha256:a53c220c35134ce08211a1057fd0e5bf76dc5331627c6b241cacbc570a89faae"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "debugpy"
 version = "1.8.0"
@@ -736,6 +789,76 @@ files = [
     {file = "frozenlist-1.4.0.tar.gz", hash = "sha256:09163bdf0b2907454042edb19f887c6d33806adc71fbd54afc14908bfdc22251"},
 ]
 
+[[package]]
+name = "greenlet"
+version = "3.0.1"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "greenlet-3.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f89e21afe925fcfa655965ca8ea10f24773a1791400989ff32f467badfe4a064"},
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+    {file = "greenlet-3.0.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b8ba29306c5de7717b5761b9ea74f9c72b9e2b834e24aa984da99cbfc70157fd"},
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+[package.extras]
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+test = ["objgraph", "psutil"]
+
 [[package]]
 name = "idna"
 version = "3.4"
@@ -880,6 +1003,17 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "jmespath"
+version = "1.0.1"
+description = "JSON Matching Expressions"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "json5"
 version = "0.9.14"
@@ -894,6 +1028,20 @@ files = [
 [package.extras]
 dev = ["hypothesis"]
 
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+files = [
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+
 [[package]]
 name = "jsonpointer"
 version = "2.4"
@@ -1153,6 +1301,61 @@ six = ">=1.10"
 tqdm = "*"
 urllib3 = "*"
 
+[[package]]
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+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = ">=3.8.1,<4.0"
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+text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
+
+[[package]]
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+description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+optional = false
+python-versions = ">=3.8.1,<4.0"
+files = [
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+[package.dependencies]
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+requests = ">=2,<3"
+
 [[package]]
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 version = "2.1.3"
@@ -1222,6 +1425,26 @@ files = [
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+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.8"
+files = [
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+tests = ["pytest", "pytz", "simplejson"]
+
 [[package]]
 name = "matplotlib-inline"
 version = "0.1.6"
@@ -1330,6 +1553,17 @@ files = [
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+optional = false
+python-versions = ">=3.5"
+files = [
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+]
+
 [[package]]
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 version = "1.0.0"
@@ -1507,6 +1741,47 @@ jupyter-server = ">=1.8,<3"
 [package.extras]
 test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"]
 
+[[package]]
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+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = "<3.13,>=3.9"
+files = [
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+]
+
 [[package]]
 name = "openai"
 version = "0.28.1"
@@ -2214,6 +2489,23 @@ files = [
     {file = "rpds_py-0.10.6.tar.gz", hash = "sha256:4ce5a708d65a8dbf3748d2474b580d606b1b9f91b5c6ab2a316e0b0cf7a4ba50"},
 ]
 
+[[package]]
+name = "s3transfer"
+version = "0.7.0"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">= 3.7"
+files = [
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+]
+
+[package.dependencies]
+botocore = ">=1.12.36,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
+
 [[package]]
 name = "send2trash"
 version = "1.8.2"
@@ -2263,6 +2555,92 @@ files = [
     {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
 ]
 
+[[package]]
+name = "sqlalchemy"
+version = "2.0.22"
+description = "Database Abstraction Library"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "SQLAlchemy-2.0.22-cp39-cp39-win_amd64.whl", hash = "sha256:92e512a6af769e4725fa5b25981ba790335d42c5977e94ded07db7d641490a85"},
+    {file = "SQLAlchemy-2.0.22-py3-none-any.whl", hash = "sha256:3076740335e4aaadd7deb3fe6dcb96b3015f1613bd190a4e1634e1b99b02ec86"},
+    {file = "SQLAlchemy-2.0.22.tar.gz", hash = "sha256:5434cc601aa17570d79e5377f5fd45ff92f9379e2abed0be5e8c2fba8d353d2b"},
+]
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
+typing-extensions = ">=4.2.0"
+
+[package.extras]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx-oracle (>=7)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3-binary"]
+
 [[package]]
 name = "stack-data"
 version = "0.6.3"
@@ -2282,6 +2660,20 @@ pure-eval = "*"
 [package.extras]
 tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
+[[package]]
+name = "tenacity"
+version = "8.2.3"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tenacity-8.2.3-py3-none-any.whl", hash = "sha256:ce510e327a630c9e1beaf17d42e6ffacc88185044ad85cf74c0a8887c6a0f88c"},
+    {file = "tenacity-8.2.3.tar.gz", hash = "sha256:5398ef0d78e63f40007c1fb4c0bff96e1911394d2fa8d194f77619c05ff6cc8a"},
+]
+
+[package.extras]
+doc = ["reno", "sphinx", "tornado (>=4.5)"]
+
 [[package]]
 name = "terminado"
 version = "0.17.1"
@@ -2419,6 +2811,21 @@ files = [
     {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
+    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
+    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "uri-template"
 version = "1.3.0"
@@ -2593,4 +3000,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "3.10.12"
-content-hash = "28451b147686a3f8c798377e6e179bfe265074e5b4ff0e57d69d9ea3ec818464"
+content-hash = "e66f4feea268c70e9e5d76167e67c932142d0ce606b5c661d0579d5d354280a4"
diff --git a/apps/openchallenges/notebook/pyproject.toml b/apps/openchallenges/notebook/pyproject.toml
index 49a8783be2..6c9fe74a8c 100644
--- a/apps/openchallenges/notebook/pyproject.toml
+++ b/apps/openchallenges/notebook/pyproject.toml
@@ -12,6 +12,8 @@ kaggle = "1.5.12"
 openchallenges-client = {path = "../../../libs/openchallenges/api-client-python"}
 openai = "0.28.1"
 python-dotenv = "1.0.0"
+boto3 = "1.28.72"
+langchain = "0.0.324"
 
 [tool.poetry.group.dev.dependencies]
 jupyterlab = "3.5.2"