diff --git a/.gitignore b/.gitignore
index d01b965..cac21a3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,3 +3,7 @@
 .envrc
 models/**
 db/
+static/
+.idea/
+
+**/__pycache__/
diff --git a/api/.gitignore b/api/.gitignore
deleted file mode 100644
index c18dd8d..0000000
--- a/api/.gitignore
+++ /dev/null
@@ -1 +0,0 @@
-__pycache__/
diff --git a/api/api/settings.py b/api/api/settings.py
index ee6df88..69343f9 100644
--- a/api/api/settings.py
+++ b/api/api/settings.py
@@ -1,4 +1,5 @@
 from pathlib import Path
+import os
 import environ
 
 env = environ.Env()
@@ -28,6 +29,7 @@
     "django.contrib.sessions",
     "django.contrib.messages",
     "django.contrib.staticfiles",
+    "documents",
 ]
 
 MIDDLEWARE = [
@@ -67,7 +69,7 @@
 DATABASES = {
     "default": {
         "ENGINE": "django.db.backends.postgresql",
-        "NAME": env("POSTGRES_NAME"),
+        "NAME": env("POSTGRES_DB"),
         "USER": env("POSTGRES_USER"),
         "PASSWORD": env("POSTGRES_PASSWORD"),
         "HOST": env("POSTGRES_HOST"),
@@ -111,7 +113,7 @@
 # https://docs.djangoproject.com/en/4.2/howto/static-files/
 
 STATIC_URL = "static/"
-
+STATIC_ROOT = os.path.join(BASE_DIR, "static/")
 # Default primary key field type
 # https://docs.djangoproject.com/en/4.2/ref/settings/#default-auto-field
 
diff --git a/api/api/urls.py b/api/api/urls.py
index 1fde757..8f8da57 100644
--- a/api/api/urls.py
+++ b/api/api/urls.py
@@ -15,8 +15,11 @@
     2. Add a URL to urlpatterns:  path('blog/', include('blog.urls'))
 """
 from django.contrib import admin
-from django.urls import path
+from django.conf import settings
+from django.urls import path, include
+from django.conf.urls.static import static
 
 urlpatterns = [
     path("admin/", admin.site.urls),
-]
+    path("documents/", include("documents.urls")),
+] + static(settings.STATIC_URL, document_root=settings.STATIC_ROOT)
diff --git a/api/documents/__init__.py b/api/documents/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/api/documents/admin.py b/api/documents/admin.py
new file mode 100644
index 0000000..8914ed5
--- /dev/null
+++ b/api/documents/admin.py
@@ -0,0 +1,5 @@
+from django.contrib import admin
+from .models import Document, Chunk
+
+admin.site.register(Chunk)
+admin.site.register(Document)
diff --git a/api/documents/apps.py b/api/documents/apps.py
new file mode 100644
index 0000000..ab8a093
--- /dev/null
+++ b/api/documents/apps.py
@@ -0,0 +1,6 @@
+from django.apps import AppConfig
+
+
+class DocumentsConfig(AppConfig):
+    default_auto_field = 'django.db.models.BigAutoField'
+    name = 'documents'
diff --git a/api/documents/migrations/0001_initial.py b/api/documents/migrations/0001_initial.py
new file mode 100644
index 0000000..0896ad5
--- /dev/null
+++ b/api/documents/migrations/0001_initial.py
@@ -0,0 +1,36 @@
+# Generated by Django 4.2.7 on 2024-01-12 20:31
+
+from django.db import migrations, models
+import django.db.models.deletion
+import pgvector.django
+
+
+class Migration(migrations.Migration):
+
+    initial = True
+
+    dependencies = [
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='Chunk',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('text', models.CharField(max_length=100)),
+                ('embedding', pgvector.django.VectorField(dimensions=10)),
+                ('chunk_idx', models.IntegerField()),
+                ('start_char', models.IntegerField()),
+                ('end_char', models.IntegerField()),
+            ],
+        ),
+        migrations.CreateModel(
+            name='Document',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('text', models.TextField()),
+                ('embedding', pgvector.django.VectorField(dimensions=10)),
+                ('chunks', models.ForeignKey(blank=True, null=True, on_delete=django.db.models.deletion.CASCADE, to='documents.chunk')),
+            ],
+        ),
+    ]
diff --git a/api/documents/migrations/__init__.py b/api/documents/migrations/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/api/documents/models.py b/api/documents/models.py
new file mode 100644
index 0000000..a272a18
--- /dev/null
+++ b/api/documents/models.py
@@ -0,0 +1,16 @@
+from django.db import models
+from pgvector.django import VectorField
+
+
+class Chunk(models.Model):
+    text = models.CharField(max_length=100)
+    embedding = VectorField(dimensions=10)
+    chunk_idx = models.IntegerField()
+    start_char = models.IntegerField()
+    end_char = models.IntegerField()
+
+
+class Document(models.Model):
+    text = models.TextField()
+    embedding = VectorField(dimensions=10)
+    chunks = models.ForeignKey(Chunk, on_delete=models.CASCADE, null=True, blank=True)
diff --git a/api/documents/tests.py b/api/documents/tests.py
new file mode 100644
index 0000000..7ce503c
--- /dev/null
+++ b/api/documents/tests.py
@@ -0,0 +1,3 @@
+from django.test import TestCase
+
+# Create your tests here.
diff --git a/api/documents/urls.py b/api/documents/urls.py
new file mode 100644
index 0000000..637600f
--- /dev/null
+++ b/api/documents/urls.py
@@ -0,0 +1 @@
+urlpatterns = []
diff --git a/api/poetry.lock b/api/poetry.lock
index 9a6d7d5..3d5fbb8 100644
--- a/api/poetry.lock
+++ b/api/poetry.lock
@@ -1,5 +1,16 @@
 # This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
 
+[[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 = "asgiref"
 version = "3.7.2"
@@ -94,6 +105,26 @@ develop = ["coverage[toml] (>=5.0a4)", "furo (>=2021.8.17b43,<2021.9.dev0)", "py
 docs = ["furo (>=2021.8.17b43,<2021.9.dev0)", "sphinx (>=3.5.0)", "sphinx-notfound-page"]
 testing = ["coverage[toml] (>=5.0a4)", "pytest (>=4.6.11)"]
 
+[[package]]
+name = "django-ninja"
+version = "1.0.1"
+description = "Django Ninja - Fast Django REST framework"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "django_ninja-1.0.1-py3-none-any.whl", hash = "sha256:5aabd453323ffa59695cc5acce452e93c08d8fb6f6f3cac457a7118a64aba329"},
+    {file = "django_ninja-1.0.1.tar.gz", hash = "sha256:88d85f7807042dcef712bc058d56b031445ea906dd804f86457f6bdd7873b0cd"},
+]
+
+[package.dependencies]
+Django = ">=2.2"
+pydantic = ">=2.0,<3.0.0"
+
+[package.extras]
+dev = ["pre-commit"]
+doc = ["markdown-include", "mkdocs", "mkdocs-material", "mkdocstrings"]
+test = ["black", "django-stubs", "mypy (==0.931)", "psycopg2-binary", "pytest", "pytest-asyncio", "pytest-cov", "pytest-django", "ruff (==0.0.275)"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -105,6 +136,64 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
+[[package]]
+name = "numpy"
+version = "1.26.3"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "numpy-1.26.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:806dd64230dbbfaca8a27faa64e2f414bf1c6622ab78cc4264f7f5f028fee3bf"},
+    {file = "numpy-1.26.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:02f98011ba4ab17f46f80f7f8f1c291ee7d855fcef0a5a98db80767a468c85cd"},
+    {file = "numpy-1.26.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6d45b3ec2faed4baca41c76617fcdcfa4f684ff7a151ce6fc78ad3b6e85af0a6"},
+    {file = "numpy-1.26.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bdd2b45bf079d9ad90377048e2747a0c82351989a2165821f0c96831b4a2a54b"},
+    {file = "numpy-1.26.3-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:211ddd1e94817ed2d175b60b6374120244a4dd2287f4ece45d49228b4d529178"},
+    {file = "numpy-1.26.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:b1240f767f69d7c4c8a29adde2310b871153df9b26b5cb2b54a561ac85146485"},
+    {file = "numpy-1.26.3-cp310-cp310-win32.whl", hash = "sha256:21a9484e75ad018974a2fdaa216524d64ed4212e418e0a551a2d83403b0531d3"},
+    {file = "numpy-1.26.3-cp310-cp310-win_amd64.whl", hash = "sha256:9e1591f6ae98bcfac2a4bbf9221c0b92ab49762228f38287f6eeb5f3f55905ce"},
+    {file = "numpy-1.26.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b831295e5472954104ecb46cd98c08b98b49c69fdb7040483aff799a755a7374"},
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+    {file = "numpy-1.26.3-cp311-cp311-win32.whl", hash = "sha256:7ca4f24341df071877849eb2034948459ce3a07915c2734f1abb4018d9c49d7b"},
+    {file = "numpy-1.26.3-cp311-cp311-win_amd64.whl", hash = "sha256:39763aee6dfdd4878032361b30b2b12593fb445ddb66bbac802e2113eb8a6ac4"},
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+    {file = "numpy-1.26.3-cp39-cp39-win_amd64.whl", hash = "sha256:867e3644e208c8922a3be26fc6bbf112a035f50f0a86497f98f228c50c607bb2"},
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+    {file = "numpy-1.26.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46f47ee566d98849323f01b349d58f2557f02167ee301e5e28809a8c0e27a2d0"},
+    {file = "numpy-1.26.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a8474703bffc65ca15853d5fd4d06b18138ae90c17c8d12169968e998e448bb5"},
+    {file = "numpy-1.26.3.tar.gz", hash = "sha256:697df43e2b6310ecc9d95f05d5ef20eacc09c7c4ecc9da3f235d39e71b7da1e4"},
+]
+
+[[package]]
+name = "pgvector"
+version = "0.2.4"
+description = "pgvector support for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pgvector-0.2.4-py2.py3-none-any.whl", hash = "sha256:548e1f88d3c7433020c1c177feddad2f36915c262852d621f9018fcafff6870b"},
+]
+
+[package.dependencies]
+numpy = "*"
+
 [[package]]
 name = "psycopg2-binary"
 version = "2.9.9"
@@ -186,6 +275,142 @@ files = [
     {file = "psycopg2_binary-2.9.9-cp39-cp39-win_amd64.whl", hash = "sha256:f7ae5d65ccfbebdfa761585228eb4d0df3a8b15cfb53bd953e713e09fbb12957"},
 ]
 
+[[package]]
+name = "pydantic"
+version = "2.5.2"
+description = "Data validation using Python type hints"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pydantic-2.5.2-py3-none-any.whl", hash = "sha256:80c50fb8e3dcecfddae1adbcc00ec5822918490c99ab31f6cf6140ca1c1429f0"},
+    {file = "pydantic-2.5.2.tar.gz", hash = "sha256:ff177ba64c6faf73d7afa2e8cad38fd456c0dbe01c9954e71038001cd15a6edd"},
+]
+
+[package.dependencies]
+annotated-types = ">=0.4.0"
+pydantic-core = "2.14.5"
+typing-extensions = ">=4.6.1"
+
+[package.extras]
+email = ["email-validator (>=2.0.0)"]
+
+[[package]]
+name = "pydantic-core"
+version = "2.14.5"
+description = ""
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pydantic_core-2.14.5-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:7e88f5696153dc516ba6e79f82cc4747e87027205f0e02390c21f7cb3bd8abfd"},
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+    {file = "pydantic_core-2.14.5-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:513b07e99c0a267b1d954243845d8a833758a6726a3b5d8948306e3fe14675e3"},
+    {file = "pydantic_core-2.14.5.tar.gz", hash = "sha256:6d30226dfc816dd0fdf120cae611dd2215117e4f9b124af8c60ab9093b6e8e71"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+
 [[package]]
 name = "sqlparse"
 version = "0.4.4"
@@ -202,6 +427,17 @@ dev = ["build", "flake8"]
 doc = ["sphinx"]
 test = ["pytest", "pytest-cov"]
 
+[[package]]
+name = "typing-extensions"
+version = "4.8.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
+    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
+]
+
 [[package]]
 name = "tzdata"
 version = "2023.3"
@@ -234,4 +470,4 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "67d4a105345f07ade6c17de218378d760dc4d4dda86e5ea9a829f1ecbc608e73"
+content-hash = "a4511216d4e4030e26af61a18ba4ed1b2b18bfdba4ff6af0ae4259bf5c282a5a"
diff --git a/api/pyproject.toml b/api/pyproject.toml
index 88d80a3..b5a8e37 100644
--- a/api/pyproject.toml
+++ b/api/pyproject.toml
@@ -12,6 +12,8 @@ uvicorn = "^0.24.0.post1"
 channels = "^4.0.0"
 psycopg2-binary = "^2.9.9"
 django-environ = "^0.11.2"
+django-ninja = "^1.0.1"
+pgvector = "^0.2.4"
 
 
 [build-system]
diff --git a/docker-compose.yml b/docker-compose.yml
index e665485..d6df695 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -6,9 +6,12 @@ services:
 
   db:
     profiles: ["dev","prod"]
-    image: postgres:16
+    build:
+      context: ./postgres
+      dockerfile: postgres.Dockerfile
     volumes:
       - ./db:/var/lib/postgresql/data
+      - ./postgres/vector_extension.sql:/docker-entrypoint-initdb.d/0-vector_extension.sql
     env_file:
       - .env
 
diff --git a/postgres/postgres.Dockerfile b/postgres/postgres.Dockerfile
new file mode 100644
index 0000000..bca05a4
--- /dev/null
+++ b/postgres/postgres.Dockerfile
@@ -0,0 +1,14 @@
+FROM postgres:16
+
+RUN apt-get update && apt-get install -y \
+  build-essential \
+  git \
+  postgresql-server-dev-all \
+  && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /tmp
+RUN git clone https://github.com/pgvector/pgvector.git
+
+WORKDIR /tmp/pgvector
+RUN make
+RUN make install
diff --git a/postgres/vector_extension.sql b/postgres/vector_extension.sql
new file mode 100644
index 0000000..89f2b89
--- /dev/null
+++ b/postgres/vector_extension.sql
@@ -0,0 +1,2 @@
+-- Create the 'vector' extension within the database that is set in the docker-compose.yml
+CREATE EXTENSION IF NOT EXISTS vector;