diff --git a/.aws-architecture b/.aws-architecture
new file mode 100644
index 0000000..ed3f99e
--- /dev/null
+++ b/.aws-architecture
@@ -0,0 +1 @@
+linux/arm64
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index ca63d23..59442ae 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.13-slim
+FROM python:3.12-slim
 
 RUN apt-get update && \
     apt-get install -y --no-install-recommends git ca-certificates && \
@@ -13,9 +13,9 @@ WORKDIR /app
 COPY pyproject.toml uv.lock* ./
 
 # Copy CLI application
-COPY my_app ./my_app
+COPY embeddings ./embeddings
 
 # Install package into system python, includes "marimo-launcher" script
 RUN uv pip install --system .
 
-ENTRYPOINT ["my-app"]
+ENTRYPOINT ["embeddings"]
diff --git a/Makefile b/Makefile
index 9b4156a..8c11fc0 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,6 @@
 SHELL=/bin/bash
 DATETIME:=$(shell date -u +%Y%m%dT%H%M%SZ)
+CPU_ARCH ?= $(shell cat .aws-architecture 2>/dev/null || echo "linux/amd64")
 
 help: # Preview Makefile commands
 	@awk 'BEGIN { FS = ":.*#"; print "Usage:  make <target>\n\nTargets:" } \
@@ -34,7 +35,7 @@ update: # Update Python dependencies
 ######################
 
 test: # Run tests and print a coverage report
-	uv run coverage run --source=my_app -m pytest -vv
+	uv run coverage run --source=embeddings -m pytest -vv
 	uv run coverage report -m
 
 coveralls: test # Write coverage data to an LCOV report
@@ -77,10 +78,10 @@ my-app: # CLI without any arguments, utilizing uv script entrypoint
 # Docker
 ####################################
 docker-build: # Build local image for testing
-	docker build -t python-cli-template:latest .
+	docker build --platform $(CPU_ARCH) -t timdex-embeddings:latest .
 
 docker-shell: # Shell into local container for testing
-	docker run -it --entrypoint='bash' python-cli-template:latest
+	docker run -it --entrypoint='bash' timdex-embeddings:latest
 
 docker-run: # Run main entrypoint + command without arguments
-	docker run python-cli-template:latest
+	docker run timdex-embeddings:latest
diff --git a/README.md b/README.md
index 5d4cf08..27327b1 100644
--- a/README.md
+++ b/README.md
@@ -1,28 +1,6 @@
-# python-cli-template
+# timdex-embeddings
 
-A template repository for creating Python CLI applications.
-
-## App Setup (delete this section and above after initial application setup)
-
-1. Rename "my_app" and "python-cli-template" to the desired app name across the repo. (May be helpful to do a project-wide find-and-replace).
-2. Update Python version if needed.
-3. Install all dependencies with `make install`  to create initial Pipfile.lock with latest dependency versions.
-4. Add initial app description to README and update initial required ENV variable documentation as needed.
-5. Update license if needed (check app-specific dependencies for licensing terms).
-6. Check Github repository settings:
-   - Confirm repo branch protection settings are correct (see [dev docs](https://mitlibraries.github.io/guides/basics/github.html) for details)
-   - Confirm that all of the following are enabled in the repo's code security and analysis settings:
-      - Dependabot alerts
-      - Dependabot security updates
-      - Secret scanning
-7. Create a Sentry project for the app if needed (we want this for most apps):
-   - Send initial exceptions to Sentry project for dev, stage, and prod environments to create them.
-   - Create an alert for the prod environment only, with notifications sent to the appropriate team(s).
-   - If *not* using Sentry, delete Sentry configuration from config.py and test_config.py, and remove sentry_sdk from project dependencies.
-
-# my_app
-
-Description of the app
+A CLI application for creating embeddings for TIMDEX.
 
 ## Development
 
@@ -31,7 +9,7 @@ Description of the app
 - To update dependencies: `make update`
 - To run unit tests: `make test`
 - To lint the repo: `make lint`
-- To run the app: `uv run my-app --help` (Note the hyphen `-` vs underscore `_` that matches the `project.scripts` in `pyproject.toml`)
+- To run the app: `my-app --help` (Note the hyphen `-` vs underscore `_` that matches the `project.scripts` in `pyproject.toml`)
 
 ## Environment Variables
 
@@ -44,11 +22,7 @@ WORKSPACE=### Set to `dev` for local development, this will be set to `stage` an
 
 ### Optional
 
-_Delete this section if it isn't applicable to the PR._
-
-```shell
-<OPTIONAL_ENV>=### Description for optional environment variable
-```
+_None yet at this time._
 
 
 
diff --git a/embeddings/__init__.py b/embeddings/__init__.py
new file mode 100644
index 0000000..9e9f6b5
--- /dev/null
+++ b/embeddings/__init__.py
@@ -0,0 +1 @@
+"""embeddings package."""
diff --git a/my_app/cli.py b/embeddings/cli.py
similarity index 91%
rename from my_app/cli.py
rename to embeddings/cli.py
index 2be55a3..27da889 100644
--- a/my_app/cli.py
+++ b/embeddings/cli.py
@@ -4,7 +4,7 @@
 
 import click
 
-from my_app.config import configure_logger, configure_sentry
+from embeddings.config import configure_logger, configure_sentry
 
 logger = logging.getLogger(__name__)
 
diff --git a/my_app/config.py b/embeddings/config.py
similarity index 94%
rename from my_app/config.py
rename to embeddings/config.py
index 1b39fc7..7d47b73 100644
--- a/my_app/config.py
+++ b/embeddings/config.py
@@ -12,7 +12,7 @@ def configure_logger(logger: logging.Logger, *, verbose: bool) -> str:
         )
         logger.setLevel(logging.DEBUG)
         for handler in logging.root.handlers:
-            handler.addFilter(logging.Filter("my_app"))
+            handler.addFilter(logging.Filter("embeddings"))
     else:
         logging.basicConfig(
             format="%(asctime)s %(levelname)s %(name)s.%(funcName)s(): %(message)s"
diff --git a/my_app/__init__.py b/my_app/__init__.py
deleted file mode 100644
index 470cdfb..0000000
--- a/my_app/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-"""my_app package."""
diff --git a/pyproject.toml b/pyproject.toml
index 28dbd75..ed231cd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,8 +3,8 @@
 # https://mitlibraries.atlassian.net/wiki/spaces/IN/pages/3432415247/Python+Project+Linters#Template-for-pyproject.toml
 
 [project]
-name = "python-cli-template"
-version = "2.0.0"
+name = "timdex-embeddings"
+version = "1.0.0"
 requires-python = ">=3.12"
 
 dependencies = [
@@ -85,7 +85,7 @@ max-doc-length = 90
 convention = "google"
 
 [project.scripts]
-my-app = "my_app.cli:main"
+embeddings = "embeddings.cli:main"
 
 [build-system]
 requires = ["setuptools>=61"]
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 9975759..07fcb85 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -1,4 +1,4 @@
-from my_app.cli import main
+from embeddings.cli import main
 
 
 def test_cli_no_options(caplog, runner):
diff --git a/tests/test_config.py b/tests/test_config.py
index 34e8272..4ca42ab 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -1,6 +1,6 @@
 import logging
 
-from my_app.config import configure_logger, configure_sentry
+from embeddings.config import configure_logger, configure_sentry
 
 
 def test_configure_logger_not_verbose():
diff --git a/uv.lock b/uv.lock
index 15650ba..e912812 100644
--- a/uv.lock
+++ b/uv.lock
@@ -602,8 +602,8 @@ wheels = [
 ]
 
 [[package]]
-name = "python-cli-template"
-version = "2.0.0"
+name = "timdex-embeddings"
+version = "1.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "click" },