diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..d91b45c
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,48 @@
+# CI template: runs the pre-commit hooks and the test suite on every push.
+#
+# The Python version below should match the one in containers/apptainer.def;
+# change it in both places when the project moves on.
+
+name: CI
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+
+# A new push to a branch cancels any run still in progress for it.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  PYTHON_VERSION: "3.12"
+
+jobs:
+  # Runs every hook in .pre-commit-config.yaml (mdformat, ruff, ty, ...) over
+  # the whole repo, not just the changed files.
+  pre-commit:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v7
+      - uses: astral-sh/setup-uv@v8.3.2
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          enable-cache: true
+      - uses: actions/cache@v6
+        with:
+          path: ~/.cache/pre-commit
+          key: pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}
+      - run: uvx pre-commit run --all-files --show-diff-on-failure
+
+  pytest:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v7
+      - uses: astral-sh/setup-uv@v8.3.2
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          enable-cache: true
+      # --frozen fails if uv.lock is out of date with pyproject.toml.
+      - run: uv sync --frozen
+      - run: uv run pytest
diff --git a/.gitignore b/.gitignore
index acf0849..1fc9c00 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,10 +4,7 @@ __pycache__/
 *$py.class
 
 # User defined folders
-docs/ 
 data/
-containers/
-models/
 
 # Data files.
 *.csv
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6fb8386..7e32fd6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v5.0.0
+    rev: v6.0.0
     hooks:
       - id: check-added-large-files
         args: ["--maxkb=4096"]
@@ -9,14 +9,14 @@ repos:
       - id: trailing-whitespace
         files: \.(js|rb|md|py|sh|txt|yaml|yml|kidm)$
 
-  - repo: https://github.com/igorshubovych/markdownlint-cli
-    rev: v0.30.0
+  - repo: local
     hooks:
-      - id: markdownlint
-        files: \.md$
-        language_version: "13.14.0"
-        args:
-          - --fix
+      - id: mdformat
+        name: mdformat
+        entry: uvx --with mdformat-gfm --with mdformat-frontmatter mdformat --wrap 100 --number
+        language: system
+        types: [markdown]
+        pass_filenames: true
 
   - repo: local
     hooks:
diff --git a/AGENTS.md b/AGENTS.md
new file mode 100644
index 0000000..b48d33d
--- /dev/null
+++ b/AGENTS.md
@@ -0,0 +1,47 @@
+# High-level project description
+
+> Describe your project here
+
+## Research workflows
+
+- Maintain a append-only `LOGBOOK.md` file for each iteration, with the following structure in
+  antichronological order:
+
+  ```
+  ## <Brief description of the iteration> - YYYY-MM-DD
+
+  <Brief summary of the hypotheses being tested>
+
+  <Description of the methods and implementation>
+
+  <Highlight of the key results>
+
+  <Next steps>
+  ```
+
+- Maintain a `RESULTS.md` that compiles the (comparable) results obtained so far. It should be an
+  up-to-date version of the key results found in `LOGBOOK.md`.
+
+## Reporting
+
+Reports are written in quarto. All plots should be generated with Python cells (not copied from
+elsewhere), ideally from cached results to minimize the generation time. Reporting code should be
+re-usable, so favor functions instead of throwaway code.
+
+## Coding Style
+
+- Use `uv` to run scripts
+- Use `uv ruff check` to lint the code and `uvx ty check` to type check it.
+- Always use `uv ruff format` to format the code according to our guidelines after you are done
+  editing a file.
+- All functions must have type hints for their arguments and return values
+- All functions should have docstings (numpy style), the docstring should be short and simple, avoid
+  notes sections and exemples sections in docstrings unless strictly necessary.
+- Code should focus on simplicity and clarity, avoid scope creep, avoid implementing non-necessary
+  options.
+- Polars should be prefered over pandas unless really necessary (e.g., geopandas).
+- Project configurations and data paths are defined in `src/package_name/data/config.yaml` and
+  `src/package_name/config.py`, data folder paths should not be hardcoded in scripts, rather they
+  should be loaded from configurations.
+- Tests live in `tests/`, are run with `uv run pytest`, and follow the same style rules as the rest
+  of the code (type hints, short numpy-style docstrings).
diff --git a/GUIDELINES.md b/GUIDELINES.md
new file mode 100644
index 0000000..3346ce6
--- /dev/null
+++ b/GUIDELINES.md
@@ -0,0 +1,113 @@
+# Project template
+
+This template should be used for every Python project in the lab. It uses:
+
+- [`uv`](https://docs.astral.sh/uv/) for dependency management.
+- [`ruff`](https://docs.astral.sh/ruff/) for code formatting.
+- [`ty`](https://docs.astral.sh/ty/) for type checking.
+- [`pre-commit`](https://pre-commit.com/) hooks for automated validation.
+- [`pytest`](https://docs.pytest.org/) for testing.
+- GitHub Actions to run the hooks and the tests on every push.
+
+## Dependency management
+
+We use [`uv`](https://docs.astral.sh/uv/) for dependency management. It is just as full-featured as
+`poetry`, but _much faster_. Follow the instructions below to create a new project:
+
+1. Update the name of the project in `pyproject.toml`. This is the distribution name, and it usually
+   matches the name of the repository (hyphens are fine here).
+
+2. Rename the folder `src/package_name` to the name of your package, and update the import in
+   `tests/test_hello.py` to match. This is a Python module name, so it must use underscores rather
+   than hyphens (`my_project`, not `my-project`) — otherwise it cannot be imported.
+
+3. Run `uv sync` from the root of the repo. This will create a virtual environment and install
+   needed development dependencies.
+
+4. Add the dependencies you need (and run this same command every time you need a new package):
+
+   ```sh
+   uv add polars lightgbm
+   ```
+
+5. Take a look at the `uv`'s [Getting started guide](https://docs.astral.sh/uv/getting-started/).
+
+## Pre-commit hooks
+
+Install the pre-commit hooks:
+
+```sh
+uvx pre-commit install
+```
+
+This will create a `.git/hooks/pre-commit` file that will run the pre-commit hooks every time you
+commit. Upon the first commit, the hooks will be installed.
+
+Some hooks output error message that require a manual change (e.g., linting errors). Other hooks
+perform automated fixes. Either way, you need to re-run the commit command:
+
+```sh
+git commit -m "My message"
+```
+
+### Code formatting
+
+Among the pre-commit hooks, you will find one that runs [`ruff`](https://docs.astral.sh/ruff/) on
+every Python file. It is also warmly recommended that you set up `ruff` in your IDE (e.g., Visual
+Studio Code, PyCharm).
+
+### Typing
+
+We recommend the use of [type hints](https://docs.python.org/3/library/typing.html) of your code.
+One of the pre-commit hooks is [`ty`](https://docs.astral.sh/ty/), which will perform type checking
+when hints are available. This reduces greatly the risk of bugs and the maintainability of the code.
+
+## Tests
+
+Tests live in `tests/` and are run with [`pytest`](https://docs.pytest.org/):
+
+```sh
+uv run pytest
+```
+
+Unlike the linters, `pytest` is a dev dependency in `pyproject.toml` rather than a `uvx` tool: it
+has to import your package, so it needs the project environment. It is installed by `uv sync`.
+
+`tests/test_hello.py` is a stub covering the example `hello` function. Populate `tests/` as follows:
+
+1. Delete `src/package_name/hello.py` and `tests/test_hello.py` once your own code replaces the
+   example.
+
+2. Name test files `test_*.py` and test functions `test_*`, mirroring the layout of your package
+   (`src/package_name/foo.py` is tested by `tests/test_foo.py`).
+
+3. Write one test per behaviour you want to keep working, and name it after that behaviour
+   (`test_hello_returns_greeting`, not `test_1`). A test that would still pass if the function were
+   broken is not worth having.
+
+4. Cover the cases you are tempted to check by hand in a notebook: the empty input, the boundary,
+   the error path. Add a test reproducing any bug you fix, so it cannot come back.
+
+5. Keep tests fast and independent of the lab storage. If a test needs data, generate a small
+   fixture in the test itself rather than reading from a data path.
+
+The same style rules apply to test code as to the rest: type hints and a short numpy-style docstring
+on every test function.
+
+## Continuous integration
+
+`.github/workflows/ci.yml` defines two jobs, which run on every push to `main` and on every pull
+request:
+
+- `pre-commit` runs every hook over all files, so CI fails on anything you did not run locally.
+- `pytest` runs `uv sync --frozen` and the test suite. `--frozen` fails if `uv.lock` is out of date
+  with `pyproject.toml`, so commit the lockfile whenever you add a dependency.
+
+Both jobs pin the Python version through the `PYTHON_VERSION` variable at the top of the workflow.
+It should match the version in `containers/apptainer.def`; change it in both places. To reproduce a
+CI failure locally:
+
+```sh
+uvx pre-commit run --all-files
+uv run pytest
+```
diff --git a/README.md b/README.md
index 3adac2e..d435100 100644
--- a/README.md
+++ b/README.md
@@ -1,59 +1,85 @@
-# Project template
+# {Project name}
 
-This template should be used for every Python project in the lab. It uses:
+> One or two sentences on what this project does and why it exists.
 
-- [`uv`](https://docs.astral.sh/uv/) for dependency management.
-- [`ruff`](https://docs.astral.sh/ruff/) for code formatting.
-- [`ty`](https://docs.astral.sh/ty/) for type checking.
-- [`pre-commit`](https://pre-commit.com/) hooks for automated validation.
+## Status
 
-## Dependency management
+{Early exploration | Active development | Stable | Archived}. {Anything a newcomer should know
+before relying on this: what works, what doesn't.}
 
-We use [`uv`](https://docs.astral.sh/uv/) for dependency management. It is just as
-full-featured as `poetry`, but _much faster_. Follow the instructions below to
-create a new project:
+## Getting started
 
-1. Update the name of the project in `pyproject.toml`.
-2. Change the name of the folder `src/python-base` to match the project name.
-3. Run `uv sync` from the root of the repo.
-This will create a virtual environment and install needed development dependencies.
-4. Add the dependencies you need (and run this same command every time you need
-   a new package):
+Requires Python >=3.12 and [`uv`](https://docs.astral.sh/uv/).
 
-   ```sh
-   uv add polars lightgbm
-   ```
+```sh
+uv sync                 # create the virtualenv and install dependencies
+uvx pre-commit install  # install the pre-commit hooks
+```
+
+Check the install works:
 
-5. Take a look at the `uv`'s [Getting started guide](https://docs.astral.sh/uv/getting-started/).
+```sh
+uv run python -m {package_name}.hello
+```
 
-## Pre-commit hooks
+## Usage
 
-Install the pre-commit hooks:
+{The shortest command that produces something useful, and the output it prints. Add one example per
+entry point.}
 
 ```sh
-uvx pre-commit install
+uv run python -m {package_name}.{entry_point} --help
 ```
 
-This will create a `.git/hooks/pre-commit` file that will run the pre-commit
-hooks every time you commit. Upon the first commit, the hooks will be installed.
+## Layout
+
+| Path                       | Contents                                          |
+| -------------------------- | ------------------------------------------------- |
+| `src/{package_name}/`      | Library code, importable as `{package_name}`.     |
+| `src/{package_name}/data/` | `config.yaml` — data paths and project settings.  |
+| `tests/`                   | Test suite, run with `uv run pytest`.             |
+| `containers/`              | Apptainer definition and entrypoint.              |
+| {scripts, notebooks, …}    | {Fill in the folders this project actually adds.} |
+
+Data paths live in `config.yaml` and are read through `config.py` — never hardcode them in scripts.
+
+## Data
+
+{Where the inputs come from, where they live on the lab storage, and how to get them. Say if
+anything is restricted or must not be committed.}
 
-Some hooks output error message that require a manual change (e.g., linting
-errors). Other hooks perform automated fixes. Either way, you need to re-run
-the commit command:
+## Results
+
+`LOGBOOK.md` records each iteration in antichronological order (hypothesis, method, key results,
+next steps). `RESULTS.md` compiles the comparable results across iterations, and is the place to
+look first.
+
+{Link the reports here as they are produced.}
+
+## Containers
+
+Build and run the Apptainer image, binding your working directory:
 
 ```sh
-git commit -m "My message"
+apptainer build --build-arg PROJECT_NAME={project-name} project.sif containers/apptainer.def
+apptainer run --bind /path/to/workdir:/mnt/{project-name} project.sif
 ```
 
-### Code formatting
+See the header of `containers/apptainer.def` for the available build arguments.
+
+## Development
+
+`GUIDELINES.md` covers the lab-wide toolchain (`uv`, `ruff`, `ty`, `pre-commit`); `AGENTS.md` covers
+the coding style and research workflow, and is what coding agents read. Both apply to this project —
+document only the deviations here.
+
+```sh
+uv run pytest              # run the tests
+uvx pre-commit run --all-files  # run every hook, as CI does
+```
 
-Among the pre-commit hooks, you will find one that runs
-[`ruff`](https://docs.astral.sh/ruff/) on every Python file. It is also warmly
-recommended that you set up `ruff` in your IDE (e.g., Visual Studio Code, PyCharm).
+`.github/workflows/ci.yml` runs those same two checks on every push.
 
-### Typing
+## Contact
 
-We recommend the use of [type hints](https://docs.python.org/3/library/typing.html)
-of your code. One of the pre-commit hooks is [`ty`](https://docs.astral.sh/ty/),
-which will perform type checking when hints are available. This reduces greatly the
-risk of bugs and the maintainability of the code.
+{Maintainer name and how to reach them.}
diff --git a/containers/apptainer.def b/containers/apptainer.def
new file mode 100644
index 0000000..5b890b2
--- /dev/null
+++ b/containers/apptainer.def
@@ -0,0 +1,58 @@
+# Minimal apptainer definition file for a Python project based on uv.
+#
+# Build with the defaults below, or override them:
+#
+#   apptainer build project.sif apptainer.def
+#   apptainer build --build-arg PROJECT_NAME=my-project \
+#                   --build-arg PYTHON_VERSION=3.13 \
+#                   project.sif apptainer.def
+#
+# The project root (the parent of this folder) is copied to /opt/$PROJECT_NAME,
+# and /mnt/$PROJECT_NAME is the working directory at runtime (bind your data
+# there with `apptainer run --bind /path/to/workdir:/mnt/$PROJECT_NAME ...`).
+#
+# Running the container with no arguments runs ENTRYPOINT; define what the
+# project should do there. Any command passed to `apptainer run` overrides it:
+#
+#   apptainer run project.sif                        # runs ENTRYPOINT
+#   apptainer run project.sif python -m python_base.hello
+
+Bootstrap: docker
+From: ghcr.io/astral-sh/uv:python{{ PYTHON_VERSION }}-bookworm-slim
+
+%arguments
+    PROJECT_NAME=python-base
+    PYTHON_VERSION=3.12
+    MAINTAINER=unknown
+    VERSION=0.1
+    ENTRYPOINT=containers/entrypoint.sh
+
+%labels
+    Maintainer "{{ MAINTAINER }}"
+    Version "{{ VERSION }}"
+
+%files
+    ../ /opt/{{ PROJECT_NAME }}
+
+%post
+    echo "**** Installing system dependencies ****"
+    apt-get update && apt-get install -y git curl && apt-get clean
+
+    echo "**** Installing Python dependencies ****"
+    cd /opt/{{ PROJECT_NAME }}
+    uv venv --python {{ PYTHON_VERSION }}
+    uv sync
+
+    chmod +x /opt/{{ PROJECT_NAME }}/{{ ENTRYPOINT }}
+    mkdir -p /mnt/{{ PROJECT_NAME }}
+
+%environment
+    export VIRTUAL_ENV="/opt/{{ PROJECT_NAME }}/.venv"
+    export PATH="$VIRTUAL_ENV/bin:$PATH"
+
+%runscript
+    cd /mnt/{{ PROJECT_NAME }}
+    if [ $# -eq 0 ]; then
+        exec /opt/{{ PROJECT_NAME }}/{{ ENTRYPOINT }}
+    fi
+    exec "$@"
diff --git a/containers/entrypoint.sh b/containers/entrypoint.sh
new file mode 100644
index 0000000..af91fc4
--- /dev/null
+++ b/containers/entrypoint.sh
@@ -0,0 +1,14 @@
+#!/bin/bash
+# Default entrypoint for the container, run when no command is given to
+# `apptainer run`. Replace the body with whatever makes sense for this project
+# (a training run, a pipeline, a server, ...).
+#
+# The project venv is already on PATH, and the working directory is the bind
+# mount /mnt/<project>, so scripts can be called directly:
+#
+#   python -m python_base.hello
+set -euo pipefail
+
+echo "No entrypoint defined for this project yet."
+echo "Edit containers/entrypoint.sh, or pass a command:"
+echo "  apptainer run project.sif python -m python_base.hello"
diff --git a/pyproject.toml b/pyproject.toml
index d2ebae9..ca60d16 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,6 +25,10 @@ extend-select = [
 [tool.ruff.lint.pydocstyle]
 convention = "numpy"
 
-# Set ruff as only a local deps for development.
+# Dev dependencies. Linters (ruff, ty, pre-commit) are run through uvx and are
+# deliberately absent here; pytest must import the project, so it lives in the env.
 [dependency-groups]
-dev = []
+dev = ["pytest>=8"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
diff --git a/src/package_name/__init__.py b/src/package_name/__init__.py
new file mode 100644
index 0000000..5769c84
--- /dev/null
+++ b/src/package_name/__init__.py
@@ -0,0 +1 @@
+"""Example package. Rename this folder to your own package name."""
diff --git a/src/python-base/hello.py b/src/package_name/hello.py
similarity index 100%
rename from src/python-base/hello.py
rename to src/package_name/hello.py
diff --git a/src/python-base/__init__.py b/src/python-base/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/test_hello.py b/tests/test_hello.py
new file mode 100644
index 0000000..aa3bfc0
--- /dev/null
+++ b/tests/test_hello.py
@@ -0,0 +1,8 @@
+"""Tests for the example module. Replace these with tests for your own code."""
+
+from package_name.hello import hello
+
+
+def test_hello_returns_greeting() -> None:
+    """Check that hello returns the expected greeting."""
+    assert hello() == "Hello, World!"
diff --git a/uv.lock b/uv.lock
index 9db3e19..c5f8267 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3,191 +3,77 @@ revision = 3
 requires-python = ">=3.12"
 
 [[package]]
-name = "cfgv"
-version = "3.4.0"
+name = "colorama"
+version = "0.4.6"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114, upload-time = "2023-08-12T20:38:17.776Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249, upload-time = "2023-08-12T20:38:16.269Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
 [[package]]
-name = "distlib"
-version = "0.3.9"
+name = "iniconfig"
+version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/0d/dd/1bec4c5ddb504ca60fc29472f3d27e8d4da1257a854e1d96742f15c1d02d/distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403", size = 613923, upload-time = "2024-10-09T18:35:47.551Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/91/a1/cf2472db20f7ce4a6be1253a81cfdf85ad9c7885ffbed7047fb72c24cf87/distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87", size = 468973, upload-time = "2024-10-09T18:35:44.272Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" },
 ]
 
 [[package]]
-name = "filelock"
-version = "3.18.0"
+name = "packaging"
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