diff --git a/discollama.py b/discollama.py
index f4d4a7e..663e053 100644
--- a/discollama.py
+++ b/discollama.py
@@ -6,6 +6,7 @@ import argparse
 from datetime import datetime, timedelta
 
 import ollama
+import chromadb
 import discord
 import redis
 
@@ -46,11 +47,12 @@ class Response:
 
 
 class Discollama:
-  def __init__(self, ollama, discord, redis, model):
+  def __init__(self, ollama, discord, redis, model, collection):
     self.ollama = ollama
     self.discord = discord
     self.redis = redis
     self.model = model
+    self.collection = collection
 
     # register event handlers
     self.discord.event(self.on_ready)
@@ -100,6 +102,29 @@ class Discollama:
             reference_message.content,
           ]
         )
+    
+    # retrieve relevant context from vector store
+    knowledge = self.collection.query(
+      query_texts=[content],
+      n_results=2
+    )
+    # directly unpack the first list of documents if it exists, or use an empty list
+    documents = knowledge.get('documents', [[]])[0]
+
+    content = '\n'.join(
+      [
+        'Using the provided document, answer the user question to the best of your ability. You must try to use information from the provided document. Combine information in the document into a coherent answer.',
+        'If there is nothing in the document relevant to the user question, say \'Hmm, I don\'t know about that, try referencing the docs.\', before providing any other information you know.',
+        'Anything between the following `document` html blocks is retrieved from a knowledge bank, not part of the conversation with the user.',
+        '<document>',
+        '\n'.join(documents) if documents else '',
+        '</document>',
+        'Anything between the following `user` html blocks is part of the conversation with the user.',
+        '<user>',
+        content,
+        '</user>',
+      ]
+    )
 
     if not context:
       context = await self.load(channel_id=channel.id)
@@ -157,6 +182,35 @@ class Discollama:
       self.redis.close()
 
 
+def embed_data(collection):
+  logging.info('embedding data...')
+  documents = []
+  ids = []
+  # read all data from the data folder
+  for filename in os.listdir('data'):
+    if filename.endswith('.json'):
+      filepath = os.path.join('data', filename)
+      with open(filepath, 'r') as file:
+        try:
+          data = json.load(file)
+          if isinstance(data, list):
+            for index, item in enumerate(data):
+              documents.append(item)
+              file_id = f"{filename.rsplit('.', 1)[0]}-{index}"
+              ids.append(file_id)
+          else:
+            logging.warning("The file {filename} is not a JSON array.")
+        except json.JSONDecodeError as e:
+          logging.exception(f"Error decoding JSON from file {filename}: {e}")
+        except Exception as e:
+          logging.exception(f"An error occurred while processing file {filename}: {e}")
+  # store the data in chroma for look-up
+  collection.add(
+    documents=documents,
+    ids=ids,
+  )
+
+
 def main():
   parser = argparse.ArgumentParser()
 
@@ -175,11 +229,16 @@ def main():
   intents = discord.Intents.default()
   intents.message_content = True
 
+  chroma = chromadb.Client()
+  collection = chroma.get_or_create_collection(name='discollama')
+  embed_data(collection)
+
   Discollama(
     ollama.AsyncClient(host=f'{args.ollama_scheme}://{args.ollama_host}:{args.ollama_port}'),
     discord.Client(intents=intents),
     redis.Redis(host=args.redis_host, port=args.redis_port, db=0, decode_responses=True),
     model=args.ollama_model,
+    collection=collection,
   ).run(os.environ['DISCORD_TOKEN'])
 
 
diff --git a/poetry.lock b/poetry.lock
index eca6dea..d5fce54 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -109,6 +109,17 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
+
 [[package]]
 name = "anyio"
 version = "4.2.0"
@@ -129,6 +140,20 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (>=0.23)"]
 
+[[package]]
+name = "asgiref"
+version = "3.7.2"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "asgiref-3.7.2-py3-none-any.whl", hash = "sha256:89b2ef2247e3b562a16eef663bc0e2e703ec6468e2fa8a5cd61cd449786d4f6e"},
+    {file = "asgiref-3.7.2.tar.gz", hash = "sha256:9e0ce3aa93a819ba5b45120216b23878cf6e8525eb3848653452b4192b92afed"},
+]
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
 [[package]]
 name = "async-timeout"
 version = "4.0.3"
@@ -159,6 +184,90 @@ tests = ["attrs[tests-no-zope]", "zope-interface"]
 tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
 tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
+[[package]]
+name = "bcrypt"
+version = "4.1.2"
+description = "Modern password hashing for your software and your servers"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "bcrypt-4.1.2-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:ac621c093edb28200728a9cca214d7e838529e557027ef0581685909acd28b5e"},
+    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea505c97a5c465ab8c3ba75c0805a102ce526695cd6818c6de3b1a38f6f60da1"},
+    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:57fa9442758da926ed33a91644649d3e340a71e2d0a5a8de064fb621fd5a3326"},
+    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:eb3bd3321517916696233b5e0c67fd7d6281f0ef48e66812db35fc963a422a1c"},
+    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:6cad43d8c63f34b26aef462b6f5e44fdcf9860b723d2453b5d391258c4c8e966"},
+    {file = "bcrypt-4.1.2-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:44290ccc827d3a24604f2c8bcd00d0da349e336e6503656cb8192133e27335e2"},
+    {file = "bcrypt-4.1.2-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:732b3920a08eacf12f93e6b04ea276c489f1c8fb49344f564cca2adb663b3e4c"},
+    {file = "bcrypt-4.1.2-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:1c28973decf4e0e69cee78c68e30a523be441972c826703bb93099868a8ff5b5"},
+    {file = "bcrypt-4.1.2-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b8df79979c5bae07f1db22dcc49cc5bccf08a0380ca5c6f391cbb5790355c0b0"},
+    {file = "bcrypt-4.1.2-cp37-abi3-win32.whl", hash = "sha256:fbe188b878313d01b7718390f31528be4010fed1faa798c5a1d0469c9c48c369"},
+    {file = "bcrypt-4.1.2-cp37-abi3-win_amd64.whl", hash = "sha256:9800ae5bd5077b13725e2e3934aa3c9c37e49d3ea3d06318010aa40f54c63551"},
+    {file = "bcrypt-4.1.2-cp39-abi3-macosx_10_12_universal2.whl", hash = "sha256:71b8be82bc46cedd61a9f4ccb6c1a493211d031415a34adde3669ee1b0afbb63"},
+    {file = "bcrypt-4.1.2-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68e3c6642077b0c8092580c819c1684161262b2e30c4f45deb000c38947bf483"},
+    {file = "bcrypt-4.1.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:387e7e1af9a4dd636b9505a465032f2f5cb8e61ba1120e79a0e1cd0b512f3dfc"},
+    {file = "bcrypt-4.1.2-cp39-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:f70d9c61f9c4ca7d57f3bfe88a5ccf62546ffbadf3681bb1e268d9d2e41c91a7"},
+    {file = "bcrypt-4.1.2-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:2a298db2a8ab20056120b45e86c00a0a5eb50ec4075b6142db35f593b97cb3fb"},
+    {file = "bcrypt-4.1.2-cp39-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ba55e40de38a24e2d78d34c2d36d6e864f93e0d79d0b6ce915e4335aa81d01b1"},
+    {file = "bcrypt-4.1.2-cp39-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:3566a88234e8de2ccae31968127b0ecccbb4cddb629da744165db72b58d88ca4"},
+    {file = "bcrypt-4.1.2-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:b90e216dc36864ae7132cb151ffe95155a37a14e0de3a8f64b49655dd959ff9c"},
+    {file = "bcrypt-4.1.2-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:69057b9fc5093ea1ab00dd24ede891f3e5e65bee040395fb1e66ee196f9c9b4a"},
+    {file = "bcrypt-4.1.2-cp39-abi3-win32.whl", hash = "sha256:02d9ef8915f72dd6daaef40e0baeef8a017ce624369f09754baf32bb32dba25f"},
+    {file = "bcrypt-4.1.2-cp39-abi3-win_amd64.whl", hash = "sha256:be3ab1071662f6065899fe08428e45c16aa36e28bc42921c4901a191fda6ee42"},
+    {file = "bcrypt-4.1.2-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:d75fc8cd0ba23f97bae88a6ec04e9e5351ff3c6ad06f38fe32ba50cbd0d11946"},
+    {file = "bcrypt-4.1.2-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:a97e07e83e3262599434816f631cc4c7ca2aa8e9c072c1b1a7fec2ae809a1d2d"},
+    {file = "bcrypt-4.1.2-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:e51c42750b7585cee7892c2614be0d14107fad9581d1738d954a262556dd1aab"},
+    {file = "bcrypt-4.1.2-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:ba4e4cc26610581a6329b3937e02d319f5ad4b85b074846bf4fef8a8cf51e7bb"},
+    {file = "bcrypt-4.1.2.tar.gz", hash = "sha256:33313a1200a3ae90b75587ceac502b048b840fc69e7f7a0905b5f87fac7a1258"},
+]
+
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
+[[package]]
+name = "build"
+version = "1.1.1"
+description = "A simple, correct Python build frontend"
+optional = false
+python-versions = ">= 3.7"
+files = [
+    {file = "build-1.1.1-py3-none-any.whl", hash = "sha256:8ed0851ee76e6e38adce47e4bee3b51c771d86c64cf578d0c2245567ee200e73"},
+    {file = "build-1.1.1.tar.gz", hash = "sha256:8eea65bb45b1aac2e734ba2cc8dad3a6d97d97901a395bd0ed3e7b46953d2a31"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "os_name == \"nt\""}
+packaging = ">=19.0"
+pyproject_hooks = "*"
+
+[package.extras]
+docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
+test = ["filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
+typing = ["importlib-metadata (>=5.1)", "mypy (>=1.5.0,<1.6.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
+virtualenv = ["virtualenv (>=20.0.35)"]
+
+[[package]]
+name = "cachetools"
+version = "5.3.3"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"},
+    {file = "cachetools-5.3.3.tar.gz", hash = "sha256:ba29e2dfa0b8b556606f097407ed1aa62080ee108ab0dc5ec9d6a723a007d105"},
+]
+
 [[package]]
 name = "certifi"
 version = "2024.2.2"
@@ -170,6 +279,242 @@ files = [
     {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7.0"
+files = [
+    {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
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+    {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027"},
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@@ -190,6 +535,52 @@ speed = ["Brotli", "aiodns (>=1.1)", "cchardet (==2.1.7)", "orjson (>=3.5.4)"]
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 version = "0.14.0"
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 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<0.23.0)"]
 
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 [[package]]
 name = "httpx"
 version = "0.25.2"
@@ -332,6 +912,53 @@ cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 
+[[package]]
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+optional = false
+python-versions = ">=3.8.0"
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+
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+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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+
 [[package]]
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 version = "3.6"
@@ -343,6 +970,186 @@ files = [
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@@ -474,6 +1974,86 @@ async-timeout = {version = ">=4.0.2", markers = "python_full_version <= \"3.11.2
 hiredis = ["hiredis (>=1.0.0)"]
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+    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
+]
+
 [[package]]
 name = "yarl"
 version = "1.9.4"
@@ -588,7 +2741,22 @@ files = [
 idna = ">=2.0"
 multidict = ">=4.0"
 
+[[package]]
+name = "zipp"
+version = "3.17.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "b2e530f606719d9f929f04b71536c228ba331f0e9b0976288ff0e4fcc55788f4"
+content-hash = "2698ff3b8f96a522f2dfdd07be8bd8ab2f1ea8b6c8ecdf6d0d73d8c5830063d7"
diff --git a/pyproject.toml b/pyproject.toml
index f022125..1df5a8c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,7 @@ python = "^3.11"
 discord-py = "^2.3.1"
 redis = "^5.0.1"
 ollama = "^0.1.0"
+chromadb = "^0.4.24"
 
 [build-system]
 requires = ["poetry-core"]