diff --git a/docs/_source/nada_dsl.audit.abstract.rst b/docs/_source/nada_dsl.audit.abstract.rst
deleted file mode 100644
index bc686f5..0000000
--- a/docs/_source/nada_dsl.audit.abstract.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-nada\_dsl.audit.abstract module
-===============================
-
-
-.. automodule:: nada_dsl.audit.abstract
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.audit.report.rst b/docs/_source/nada_dsl.audit.report.rst
deleted file mode 100644
index a6d0d21..0000000
--- a/docs/_source/nada_dsl.audit.report.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-nada\_dsl.audit.report module
-=============================
-
-
-.. automodule:: nada_dsl.audit.report
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.audit.strict.rst b/docs/_source/nada_dsl.audit.strict.rst
deleted file mode 100644
index de1c749..0000000
--- a/docs/_source/nada_dsl.audit.strict.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-nada\_dsl.audit.strict module
-=============================
-
-
-.. automodule:: nada_dsl.audit.strict
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.circuit_io.rst b/docs/_source/nada_dsl.circuit_io.rst
deleted file mode 100644
index 4a439f0..0000000
--- a/docs/_source/nada_dsl.circuit_io.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-nada\_dsl.circuit\_io
-=====================
-
-
-
-.. automodule:: nada_dsl.program_io
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.compile.rst b/docs/_source/nada_dsl.compile.rst
deleted file mode 100644
index 7fe57a3..0000000
--- a/docs/_source/nada_dsl.compile.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-nada\_dsl.compile
-=================
-
-
-
-.. automodule:: nada_dsl.compile
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.compiler_frontend.rst b/docs/_source/nada_dsl.compiler_frontend.rst
deleted file mode 100644
index ba9e40e..0000000
--- a/docs/_source/nada_dsl.compiler_frontend.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-nada\_dsl.compiler\_frontend
-============================
-
-
-
-.. automodule:: nada_dsl.compiler_frontend
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.nada_types.rst b/docs/_source/nada_dsl.nada_types.rst
deleted file mode 100644
index be628b7..0000000
--- a/docs/_source/nada_dsl.nada_types.rst
+++ /dev/null
@@ -1,21 +0,0 @@
-nada\_dsl.nada\_types
-=====================
-
-
-
-.. automodule:: nada_dsl.nada_types.function
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-
-.. automodule:: nada_dsl.nada_types.generics
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
-
-.. automodule:: nada_dsl.nada_types.scalar_types
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.operations.rst b/docs/_source/nada_dsl.operations.rst
deleted file mode 100644
index 7199e83..0000000
--- a/docs/_source/nada_dsl.operations.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-nada\_dsl.operations
-====================
-
-
-
-.. automodule:: nada_dsl.operations
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_source/nada_dsl.rst b/docs/_source/nada_dsl.rst
deleted file mode 100644
index a6210d3..0000000
--- a/docs/_source/nada_dsl.rst
+++ /dev/null
@@ -1 +0,0 @@
-.. include:: ../../README.rst
diff --git a/docs/_source/nada_dsl.source_ref.rst b/docs/_source/nada_dsl.source_ref.rst
deleted file mode 100644
index 4e4eb44..0000000
--- a/docs/_source/nada_dsl.source_ref.rst
+++ /dev/null
@@ -1,9 +0,0 @@
-nada\_dsl.source\_ref
-=====================
-
-
-
-.. automodule:: nada_dsl.source_ref
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_templates/module.rst_t b/docs/_templates/module.rst_t
deleted file mode 100644
index 2490278..0000000
--- a/docs/_templates/module.rst_t
+++ /dev/null
@@ -1,9 +0,0 @@
-{%- if show_headings %}
-{{- [basename, "module"] | join(' ') | e | heading }}
-
-{% endif -%}
-.. automodule:: {{ qualname }}
-{%- for option in automodule_options %}
-   :{{ option }}:
-{%- endfor %}
-
diff --git a/docs/_templates/package.rst_t b/docs/_templates/package.rst_t
deleted file mode 100644
index 40f9e6b..0000000
--- a/docs/_templates/package.rst_t
+++ /dev/null
@@ -1,36 +0,0 @@
-{%- macro automodule(modname, options) -%}
-.. automodule:: {{ modname }}
-{%- for option in options %}
-   :{{ option }}:
-{%- endfor %}
-{%- endmacro %}
-
-{%- macro toctree(docnames) -%}
-.. toctree::
-   :maxdepth: {{ maxdepth }}
-{% for docname in docnames %}
-   {{ docname }}
-{%- endfor %}
-{%- endmacro %}
-
-{{- [pkgname, "module"] | join(" ") | e | heading }}
-
-{%- if subpackages %}
-Subpackages
------------
-
-{{ toctree(subpackages) }}
-{% endif %}
-
-{%- if submodules %}
-{% if separatemodules %}
-{{ toctree(submodules) }}
-{% else %}
-{%- for submodule in submodules %}
-{% if show_headings %}
-{{- [submodule, "module"] | join(" ") | e | heading(2) }}
-{% endif %}
-{{ automodule(submodule, automodule_options) }}
-{% endfor %}
-{%- endif %}
-{%- endif %}
diff --git a/docs/_templates/toc.rst_t b/docs/_templates/toc.rst_t
deleted file mode 100644
index f0877ee..0000000
--- a/docs/_templates/toc.rst_t
+++ /dev/null
@@ -1,8 +0,0 @@
-{{ header | heading }}
-
-.. toctree::
-   :maxdepth: {{ maxdepth }}
-{% for docname in docnames %}
-   {{ docname }}
-{%- endfor %}
-
diff --git a/docs/conf.py b/docs/conf.py
index a5d247e..0bed57a 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -12,7 +12,8 @@
 #
 import os
 import sys
-sys.path.insert(0, os.path.abspath('..'))
+
+sys.path.insert(0, os.path.abspath(".."))
 
 
 # -- Project information -----------------------------------------------------
@@ -20,25 +21,27 @@
 # The name and version are retrieved from ``pyproject.toml`` in the root
 # directory.
 import toml
-with open('../pyproject.toml') as pyproject_file:
+
+with open("../pyproject.toml") as pyproject_file:
     pyproject_data = toml.load(pyproject_file)
-project = pyproject_data['project']['name']
-version = pyproject_data['project']['version']
+project = pyproject_data["project"]["name"]
+version = pyproject_data["project"]["version"]
 release = version
 
 # The copyright year and holder information is retrieved from the
 # ``LICENSE`` file.
 try:
     import re
-    with open('../LICENSE', 'r') as license_file:
-        license_string = license_file.read().split('Copyright (c) ')[1]
+
+    with open("../LICENSE", "r") as license_file:
+        license_string = license_file.read().split("Copyright (c) ")[1]
     year = license_string[:4]
-    author = license_string[5:].split('\n')[0]
-    copyright = year + ', ' + re.sub(r"\.$", "", author) # Period already in HTML.
+    author = license_string[5:].split("\n")[0]
+    copyright = year + ", " + re.sub(r"\.$", "", author)  # Period already in HTML.
 except:
-    year = ''
-    author = ''
-    copyright = ''
+    year = ""
+    author = ""
+    copyright = ""
 
 # -- General configuration ---------------------------------------------------
 
@@ -46,44 +49,48 @@
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
-    'sphinx.ext.autodoc',
-    'sphinx.ext.doctest',
-    'sphinx.ext.napoleon',
-    'sphinx.ext.intersphinx',
-    'sphinx.ext.viewcode'
+    "sphinx.ext.autodoc",
+    "sphinx.ext.doctest",
+    "sphinx.ext.napoleon",
+    "sphinx.ext.intersphinx",
+    "sphinx.ext.viewcode",
+    "autoapi.extension",
 ]
 
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ['_templates']
+templates_path = ["_templates"]
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
 # This pattern also affects html_static_path and html_extra_path.
-exclude_patterns = ['_build']
+exclude_patterns = ["_build"]
 
 # Options to configure autodoc extension behavior.
-autodoc_member_order = 'bysource'
+autodoc_member_order = "bysource"
 autodoc_default_options = {
-    'special-members': True,
-    'exclude-members': ','.join([
-        '__init__',
-        '__weakref__',
-        '__module__',
-        '__hash__',
-        '__dict__',
-        '__annotations__',
-        '__dataclass_params__',
-        '__dataclass_fields__',
-        '__match_args__',
-        '__repr__',
-        
-    ])
+    "special-members": True,
+    "exclude-members": ",".join(
+        [
+            "__init__",
+            "__weakref__",
+            "__module__",
+            "__hash__",
+            "__dict__",
+            "__annotations__",
+            "__dataclass_params__",
+            "__dataclass_fields__",
+            "__match_args__",
+            "__repr__",
+        ]
+    ),
 }
 autodoc_preserve_defaults = True
 
+autoapi_dirs = ["../nada_dsl"]
+
 # Allow references/links to definitions found in the Python documentation.
 intersphinx_mapping = {
-    'python': ('https://docs.python.org/3', None),
+    "python": ("https://docs.python.org/3", None),
 }
 
 # Do not display fully qualified names.
@@ -95,12 +102,11 @@
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = 'sphinx_rtd_theme'
+html_theme = "sphinx_rtd_theme"
 
 # Theme options for Read the Docs.
 html_theme_options = {
-    'display_version': True,
-    'collapse_navigation': True,
-    'navigation_depth': 1,
-    'titles_only': True
+    "collapse_navigation": True,
+    "navigation_depth": 4,
+    "titles_only": True,
 }
diff --git a/docs/index.rst b/docs/index.rst
index c78323f..5b26fa0 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,2 +1,12 @@
 .. include:: ../README.rst
-.. include:: toc.rst
+
+.. toctree::
+   :maxdepth: 3
+   :caption: Reference      
+
+Indices and tables
+==================
+
+* :ref:`genindex`
+* :ref:`modindex`
+* :ref:`search`
diff --git a/docs/toc.rst b/docs/toc.rst
deleted file mode 100644
index 0a621de..0000000
--- a/docs/toc.rst
+++ /dev/null
@@ -1,14 +0,0 @@
-.. toctree::
-   :maxdepth: 3
-   :hidden:
-
-   _source/nada_dsl
-   _source/nada_dsl.audit.abstract.rst
-   _source/nada_dsl.audit.report.rst
-   _source/nada_dsl.audit.strict.rst
-   _source/nada_dsl.source_ref.rst
-   _source/nada_dsl.nada_types.rst
-   _source/nada_dsl.operations.rst
-   _source/nada_dsl.program_io.rst
-   _source/nada_dsl.compile.rst
-   _source/nada_dsl.compiler_frontend.rst
diff --git a/pyproject.toml b/pyproject.toml
index 62b0dc4..804fc32 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,12 +8,18 @@ version = "0.7.1"
 description = "Nillion Nada DSL to create Nillion MPC programs."
 requires-python = ">=3.10"
 readme = "README.pyproject.md"
-dependencies = ["asttokens~=2.4", "richreports~=0.2", "parsial~=0.1", "sortedcontainers~=2.4", "typing_extensions~=4.12.2"]
+dependencies = [
+    "asttokens~=2.4",
+    "richreports~=0.2",
+    "parsial~=0.1",
+    "sortedcontainers~=2.4",
+    "typing_extensions~=4.12.2",
+]
 classifiers = ["License :: OSI Approved :: Apache Software License"]
 license = { file = "LICENSE" }
 
 [project.optional-dependencies]
-docs = ["toml~=0.10.2", "sphinx>=5,<9", "sphinx-rtd-theme>=1.0,<3.1"]
+docs = ["toml~=0.10.2", "sphinx>=5,<9", "sphinx-rtd-theme>=1.0,<3.1", "sphinx-autoapi~=3.3.2"]
 test = ["pytest>=7.4,<9.0", "pytest-cov>=4,<7"]
 lint = ["pylint>=2.17,<3.4"]
 
@@ -28,6 +34,7 @@ dev-dependencies = [
     "toml~=0.10.2",
     "sphinx>=5,<9",
     "sphinx-rtd-theme>=1.0,<3.1",
+    "sphinx-autoapi~=3.3.2",
     "pytest>=7.4,<9.0",
     "pytest-cov>=4,<7",
     "pylint>=2.17,<3.4",
diff --git a/nada_dsl/audit_strict_test.py b/tests/audit_strict_test.py
similarity index 100%
rename from nada_dsl/audit_strict_test.py
rename to tests/audit_strict_test.py
diff --git a/nada_dsl/compile_test.py b/tests/compile_test.py
similarity index 100%
rename from nada_dsl/compile_test.py
rename to tests/compile_test.py
diff --git a/nada_dsl/compiler_frontend_test.py b/tests/compiler_frontend_test.py
similarity index 100%
rename from nada_dsl/compiler_frontend_test.py
rename to tests/compiler_frontend_test.py
diff --git a/nada_dsl/nada_type_test.py b/tests/nada_type_test.py
similarity index 100%
rename from nada_dsl/nada_type_test.py
rename to tests/nada_type_test.py
diff --git a/nada_dsl/scalar_type_test.py b/tests/scalar_type_test.py
similarity index 100%
rename from nada_dsl/scalar_type_test.py
rename to tests/scalar_type_test.py
diff --git a/uv.lock b/uv.lock
index 8a0ffd2..a9532c1 100644
--- a/uv.lock
+++ b/uv.lock
@@ -632,6 +632,7 @@ dependencies = [
 [package.optional-dependencies]
 docs = [
     { name = "sphinx" },
+    { name = "sphinx-autoapi" },
     { name = "sphinx-rtd-theme" },
     { name = "toml" },
 ]
@@ -651,6 +652,7 @@ dev = [
     { name = "pytest-cov" },
     { name = "requests" },
     { name = "sphinx" },
+    { name = "sphinx-autoapi" },
     { name = "sphinx-rtd-theme" },
     { name = "toml" },
     { name = "tomli" },
@@ -663,10 +665,11 @@ requires-dist = [
     { name = "parsial", specifier = "~=0.1" },
     { name = "pylint", marker = "extra == 'lint'", specifier = ">=2.17,<3.4" },
     { name = "pytest", marker = "extra == 'test'", specifier = ">=7.4,<9.0" },
-    { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=4,<6" },
+    { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=4,<7" },
     { name = "richreports", specifier = "~=0.2" },
     { name = "sortedcontainers", specifier = "~=2.4" },
     { name = "sphinx", marker = "extra == 'docs'", specifier = ">=5,<9" },
+    { name = "sphinx-autoapi", marker = "extra == 'docs'", specifier = "~=3.3.2" },
     { name = "sphinx-rtd-theme", marker = "extra == 'docs'", specifier = ">=1.0,<3.1" },
     { name = "toml", marker = "extra == 'docs'", specifier = "~=0.10.2" },
     { name = "typing-extensions", specifier = "~=4.12.2" },
@@ -677,9 +680,10 @@ dev = [
     { name = "nada-mir-proto", extras = ["dev"], editable = "nada_mir" },
     { name = "pylint", specifier = ">=2.17,<3.4" },
     { name = "pytest", specifier = ">=7.4,<9.0" },
-    { name = "pytest-cov", specifier = ">=4,<6" },
+    { name = "pytest-cov", specifier = ">=4,<7" },
     { name = "requests" },
     { name = "sphinx", specifier = ">=5,<9" },
+    { name = "sphinx-autoapi", specifier = "~=3.3.2" },
     { name = "sphinx-rtd-theme", specifier = ">=1.0,<3.1" },
     { name = "toml", specifier = "~=0.10.2" },
     { name = "tomli" },
@@ -836,6 +840,50 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892 },
 ]
 
+[[package]]
+name = "pyyaml"
+version = "6.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/54/ed/79a089b6be93607fa5cdaedf301d7dfb23af5f25c398d5ead2525b063e17/pyyaml-6.0.2.tar.gz", hash = "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e", size = 130631 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9b/95/a3fac87cb7158e231b5a6012e438c647e1a87f09f8e0d123acec8ab8bf71/PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086", size = 184199 },
+    { url = "https://files.pythonhosted.org/packages/c7/7a/68bd47624dab8fd4afbfd3c48e3b79efe09098ae941de5b58abcbadff5cb/PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf", size = 171758 },
+    { url = "https://files.pythonhosted.org/packages/49/ee/14c54df452143b9ee9f0f29074d7ca5516a36edb0b4cc40c3f280131656f/PyYAML-6.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237", size = 718463 },
+    { url = "https://files.pythonhosted.org/packages/4d/61/de363a97476e766574650d742205be468921a7b532aa2499fcd886b62530/PyYAML-6.0.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b", size = 719280 },
+    { url = "https://files.pythonhosted.org/packages/6b/4e/1523cb902fd98355e2e9ea5e5eb237cbc5f3ad5f3075fa65087aa0ecb669/PyYAML-6.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed", size = 751239 },
+    { url = "https://files.pythonhosted.org/packages/b7/33/5504b3a9a4464893c32f118a9cc045190a91637b119a9c881da1cf6b7a72/PyYAML-6.0.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180", size = 695802 },
+    { url = "https://files.pythonhosted.org/packages/5c/20/8347dcabd41ef3a3cdc4f7b7a2aff3d06598c8779faa189cdbf878b626a4/PyYAML-6.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68", size = 720527 },
+    { url = "https://files.pythonhosted.org/packages/be/aa/5afe99233fb360d0ff37377145a949ae258aaab831bde4792b32650a4378/PyYAML-6.0.2-cp310-cp310-win32.whl", hash = "sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99", size = 144052 },
+    { url = "https://files.pythonhosted.org/packages/b5/84/0fa4b06f6d6c958d207620fc60005e241ecedceee58931bb20138e1e5776/PyYAML-6.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e", size = 161774 },
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