From 8e542919a8f885019d0afcd5bb0d43362226ec7a Mon Sep 17 00:00:00 2001
From: gillian <gillian@qoherent.ai>
Date: Mon, 20 Apr 2026 11:21:36 -0400
Subject: [PATCH 1/8] updated tags for new release

---
 docs/source/conf.py | 2 +-
 pyproject.toml      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index 9db1d19..0260f78 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -14,7 +14,7 @@ sys.path.insert(0, os.path.abspath(os.path.join('..', '..')))
 project = 'ria-toolkit-oss'
 copyright = '2025, Qoherent Inc'
 author = 'Qoherent Inc.'
-release = '0.1.4'
+release = '0.1.5'
 
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
diff --git a/pyproject.toml b/pyproject.toml
index 8db3469..7e46d9b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "ria-toolkit-oss"
-version = "0.1.4"
+version = "0.1.5"
 description = "An open-source version of the RIA Toolkit, including the fundamental tools to get started developing, testing, and deploying radio intelligence applications"
 license = { text = "AGPL-3.0-only" }
 readme = "README.md"

From 84a7893c8f30d0d516a973e87b7e5f5af44abc96 Mon Sep 17 00:00:00 2001
From: madrigal <madrigal@qoherent.ai>
Date: Mon, 20 Apr 2026 11:43:03 -0400
Subject: [PATCH 2/8] Updated poetry.lock, linting

---
 poetry.lock                                   | 618 +++++++++---------
 .../remote_control/remote_transmitter.py      |   5 +
 .../remote_transmitter_controller.py          |  26 +-
 .../remote_control/test_remote_transmitter.py |  43 +-
 .../test_remote_transmitter_controller.py     |   8 +-
 .../test_sdr_remote_integration.py            |  16 +-
 6 files changed, 371 insertions(+), 345 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index d2ddd55..f8df5ee 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -275,153 +275,153 @@ pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.6"
+version = "3.4.7"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["agent", "docs"]
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+    {file = "charset_normalizer-3.4.7-cp39-cp39-win_arm64.whl", hash = "sha256:bb8cc7534f51d9a017b93e3e85b260924f909601c3df002bcdb58ddb4dc41a5c"},
+    {file = "charset_normalizer-3.4.7-py3-none-any.whl", hash = "sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d"},
+    {file = "charset_normalizer-3.4.7.tar.gz", hash = "sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5"},
 ]
 
 [[package]]
 name = "click"
-version = "8.3.1"
+version = "8.3.2"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev", "docs", "server", "test"]
 files = [
-    {file = "click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"},
-    {file = "click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a"},
+    {file = "click-8.3.2-py3-none-any.whl", hash = "sha256:1924d2c27c5653561cd2cae4548d1406039cb79b858b747cfea24924bbc1616d"},
+    {file = "click-8.3.2.tar.gz", hash = "sha256:14162b8b3b3550a7d479eafa77dfd3c38d9dc8951f6f69c78913a8f9a7540fd5"},
 ]
 
 [package.dependencies]
@@ -627,6 +627,18 @@ files = [
 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
+
 [[package]]
 name = "dill"
 version = "0.4.1"
@@ -688,14 +700,14 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastapi"
-version = "0.135.3"
+version = "0.136.0"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.10"
 groups = ["server", "test"]
 files = [
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-    {file = "fastapi-0.135.3.tar.gz", hash = "sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654"},
+    {file = "fastapi-0.136.0-py3-none-any.whl", hash = "sha256:8793d44ec7378e2be07f8a013cf7f7aa47d6327d0dfe9804862688ec4541a6b4"},
+    {file = "fastapi-0.136.0.tar.gz", hash = "sha256:cf08e067cc66e106e102d9ba659463abfac245200752f8a5b7b1e813de4ff73e"},
 ]
 
 [package.dependencies]
@@ -707,19 +719,19 @@ typing-inspection = ">=0.4.2"
 
 [package.extras]
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "uvicorn[standard] (>=0.12.0)"]
-standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
+standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "fastar (>=0.9.0)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
 [[package]]
 name = "filelock"
-version = "3.25.2"
+version = "3.29.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.10"
 groups = ["test"]
 files = [
-    {file = "filelock-3.25.2-py3-none-any.whl", hash = "sha256:ca8afb0da15f229774c9ad1b455ed96e85a81373065fb10446672f64444ddf70"},
-    {file = "filelock-3.25.2.tar.gz", hash = "sha256:b64ece2b38f4ca29dd3e810287aa8c48182bbecd1ae6e9ae126c9b35f1382694"},
+    {file = "filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258"},
+    {file = "filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90"},
 ]
 
 [[package]]
@@ -1468,14 +1480,14 @@ files = [
 
 [[package]]
 name = "narwhals"
-version = "2.18.1"
+version = "2.20.0"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "narwhals-2.18.1-py3-none-any.whl", hash = "sha256:a0a8bb80205323851338888ba3a12b4f65d352362c8a94be591244faf36504ad"},
-    {file = "narwhals-2.18.1.tar.gz", hash = "sha256:652a1fcc9d432bbf114846688884c215f17eb118aa640b7419295d2f910d2a8b"},
+    {file = "narwhals-2.20.0-py3-none-any.whl", hash = "sha256:16e750ea5507d4ba6e8d03455b5f93a535e0405976561baea235bca5dc9f475d"},
+    {file = "narwhals-2.20.0.tar.gz", hash = "sha256:c10994975fa7dc5a68c2cffcddbd5908fc8ebb2d463c5bab085309c0ee1f551e"},
 ]
 
 [package.extras]
@@ -1624,14 +1636,14 @@ sympy = "*"
 
 [[package]]
 name = "packaging"
-version = "26.0"
+version = "26.1"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "docs", "server", "test"]
 files = [
-    {file = "packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529"},
-    {file = "packaging-26.0.tar.gz", hash = "sha256:00243ae351a257117b6a241061796684b084ed1c516a08c48a3f7e147a9d80b4"},
+    {file = "packaging-26.1-py3-none-any.whl", hash = "sha256:5d9c0669c6285e491e0ced2eee587eaf67b670d94a19e94e3984a481aba6802f"},
+    {file = "packaging-26.1.tar.gz", hash = "sha256:f042152b681c4bfac5cae2742a55e103d27ab2ec0f3d88037136b6bfe7c9c5de"},
 ]
 
 [[package]]
@@ -1863,26 +1875,26 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.9.4"
+version = "4.9.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.10"
 groups = ["dev", "test"]
 files = [
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-    {file = "platformdirs-4.9.4.tar.gz", hash = "sha256:1ec356301b7dc906d83f371c8f487070e99d3ccf9e501686456394622a01a934"},
+    {file = "platformdirs-4.9.6-py3-none-any.whl", hash = "sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917"},
+    {file = "platformdirs-4.9.6.tar.gz", hash = "sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a"},
 ]
 
 [[package]]
 name = "plotly"
-version = "6.6.0"
+version = "6.7.0"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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-    {file = "plotly-6.6.0.tar.gz", hash = "sha256:b897f15f3b02028d69f755f236be890ba950d0a42d7dfc619b44e2d8cea8748c"},
+    {file = "plotly-6.7.0-py3-none-any.whl", hash = "sha256:ac8aca1c25c663a59b5b9140a549264a5badde2e057d79b8c772ae2920e32ff0"},
+    {file = "plotly-6.7.0.tar.gz", hash = "sha256:45eea0ff27e2a23ccd62776f77eb43aa1ca03df4192b76036e380bb479b892c6"},
 ]
 
 [package.dependencies]
@@ -1890,11 +1902,11 @@ narwhals = ">=1.15.1"
 packaging = "*"
 
 [package.extras]
-dev = ["plotly[dev-optional]"]
-dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev = ["anywidget", "build", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "jupyterlab", "kaleido (>=1.1.0)", "numpy (>=1.22)", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "polars[timezone]", "pyarrow", "pyshp", "pytest", "pytz", "requests", "ruff (==0.11.12)", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+dev-build = ["build", "jupyterlab", "pytest", "requests", "ruff (==0.11.12)"]
 dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
-dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
-express = ["numpy"]
+dev-optional = ["anywidget", "build", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "jupyterlab", "kaleido (>=1.1.0)", "numpy (>=1.22)", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "polars[timezone]", "pyarrow", "pyshp", "pytest", "pytz", "requests", "ruff (==0.11.12)", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+express = ["numpy (>=1.22)"]
 kaleido = ["kaleido (>=1.1.0)"]
 
 [[package]]
@@ -1958,19 +1970,19 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.12.5"
+version = "2.13.3"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 groups = ["server", "test"]
 files = [
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+    {file = "pydantic-2.13.3-py3-none-any.whl", hash = "sha256:6db14ac8dfc9a1e57f87ea2c0de670c251240f43cb0c30a5130e9720dc612927"},
+    {file = "pydantic-2.13.3.tar.gz", hash = "sha256:af09e9d1d09f4e7fe37145c1f577e1d61ceb9a41924bf0094a36506285d0a84d"},
 ]
 
 [package.dependencies]
 annotated-types = ">=0.6.0"
-pydantic-core = "2.41.5"
+pydantic-core = "2.46.3"
 typing-extensions = ">=4.14.1"
 typing-inspection = ">=0.4.2"
 
@@ -1980,133 +1992,132 @@ timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows
 
 [[package]]
 name = "pydantic-core"
-version = "2.41.5"
+version = "2.46.3"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
 groups = ["server", "test"]
 files = [
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+    {file = "pydantic_core-2.46.3-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:b00b76f7142fc60c762ce579bd29c8fa44aaa56592dd3c54fab3928d0d4ca6ff"},
+    {file = "pydantic_core-2.46.3.tar.gz", hash = "sha256:41c178f65b8c29807239d47e6050262eb6bf84eb695e41101e62e38df4a5bc2c"},
 ]
 
 [package.dependencies]
@@ -2245,14 +2256,14 @@ six = ">=1.5"
 
 [[package]]
 name = "python-discovery"
-version = "1.2.1"
+version = "1.2.2"
 description = "Python interpreter discovery"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
 files = [
-    {file = "python_discovery-1.2.1-py3-none-any.whl", hash = "sha256:b6a957b24c1cd79252484d3566d1b49527581d46e789aaf43181005e56201502"},
-    {file = "python_discovery-1.2.1.tar.gz", hash = "sha256:180c4d114bff1c32462537eac5d6a332b768242b76b69c0259c7d14b1b680c9e"},
+    {file = "python_discovery-1.2.2-py3-none-any.whl", hash = "sha256:e1ae95d9af875e78f15e19aed0c6137ab1bb49c200f21f5061786490c9585c7a"},
+    {file = "python_discovery-1.2.2.tar.gz", hash = "sha256:876e9c57139eb757cb5878cbdd9ae5379e5d96266c99ef731119e04fffe533bb"},
 ]
 
 [package.dependencies]
@@ -2775,17 +2786,18 @@ test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis
 
 [[package]]
 name = "sigmf"
-version = "1.7.2"
+version = "1.8.0"
 description = "Easily interact with Signal Metadata Format (SigMF) recordings."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "sigmf-1.7.2-py3-none-any.whl", hash = "sha256:6599b95e8bd3ac2c568b8ec46c312a77b80868cbda79d729234f396d2194d3d8"},
-    {file = "sigmf-1.7.2.tar.gz", hash = "sha256:5f80f7127539358c7528ccf26e0ac5b3c268ecaeb69a921542e8ff71d0c85346"},
+    {file = "sigmf-1.8.0-py3-none-any.whl", hash = "sha256:f233ab04344fa3e42170926a646f7e53edd7edc65fcda42eb3d7efaf8a2e8263"},
+    {file = "sigmf-1.8.0.tar.gz", hash = "sha256:91e10cb046499639e5f961d66a24c17a33ff76fc98df892eab0953cc9d659a50"},
 ]
 
 [package.dependencies]
+defusedxml = "*"
 jsonschema = "*"
 numpy = "*"
 
@@ -3131,14 +3143,14 @@ files = [
 
 [[package]]
 name = "tox"
-version = "4.52.0"
+version = "4.53.0"
 description = "tox is a generic virtualenv management and test command line tool"
 optional = false
 python-versions = ">=3.10"
 groups = ["test"]
 files = [
-    {file = "tox-4.52.0-py3-none-any.whl", hash = "sha256:624d8ea4a8c6d5e8d168eedf0e318d736fb22e83ca83137d001ac65ffdec46fd"},
-    {file = "tox-4.52.0.tar.gz", hash = "sha256:6054abf5c8b61d58776fbec991f9bf0d34bb883862beb93d2fe55601ef3977c9"},
+    {file = "tox-4.53.0-py3-none-any.whl", hash = "sha256:cc4e716d18c4889aa179d785175c438fa60c35deef20ce689ec288d8fb656096"},
+    {file = "tox-4.53.0.tar.gz", hash = "sha256:62c780e42f87d34ee60f2ea20342156253794fdcbd6885fd797d98ee05009f22"},
 ]
 
 [package.dependencies]
@@ -3149,7 +3161,7 @@ packaging = ">=26"
 platformdirs = ">=4.9.4"
 pluggy = ">=1.6"
 pyproject-api = ">=1.10"
-python-discovery = ">=1.2.1"
+python-discovery = ">=1.2.2"
 tomli = {version = ">=2.4", markers = "python_version < \"3.11\""}
 tomli-w = ">=1.2"
 typing-extensions = {version = ">=4.15", markers = "python_version < \"3.11\""}
@@ -3188,14 +3200,14 @@ typing-extensions = ">=4.12.0"
 
 [[package]]
 name = "tzdata"
-version = "2025.3"
+version = "2026.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
 files = [
-    {file = "tzdata-2025.3-py2.py3-none-any.whl", hash = "sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1"},
-    {file = "tzdata-2025.3.tar.gz", hash = "sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7"},
+    {file = "tzdata-2026.1-py2.py3-none-any.whl", hash = "sha256:4b1d2be7ac37ceafd7327b961aa3a54e467efbdb563a23655fbfe0d39cfc42a9"},
+    {file = "tzdata-2026.1.tar.gz", hash = "sha256:67658a1903c75917309e753fdc349ac0efd8c27db7a0cb406a25be4840f87f98"},
 ]
 
 [[package]]
@@ -3218,14 +3230,14 @@ zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
 
 [[package]]
 name = "uvicorn"
-version = "0.42.0"
+version = "0.44.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.10"
 groups = ["docs", "server", "test"]
 files = [
-    {file = "uvicorn-0.42.0-py3-none-any.whl", hash = "sha256:96c30f5c7abe6f74ae8900a70e92b85ad6613b745d4879eb9b16ccad15645359"},
-    {file = "uvicorn-0.42.0.tar.gz", hash = "sha256:9b1f190ce15a2dd22e7758651d9b6d12df09a13d51ba5bf4fc33c383a48e1775"},
+    {file = "uvicorn-0.44.0-py3-none-any.whl", hash = "sha256:ce937c99a2cc70279556967274414c087888e8cec9f9c94644dfca11bd3ced89"},
+    {file = "uvicorn-0.44.0.tar.gz", hash = "sha256:6c942071b68f07e178264b9152f1f16dfac5da85880c4ce06366a96d70d4f31e"},
 ]
 
 [package.dependencies]
@@ -3310,21 +3322,21 @@ test = ["aiohttp (>=3.10.5)", "flake8 (>=6.1,<7.0)", "mypy (>=0.800)", "psutil",
 
 [[package]]
 name = "virtualenv"
-version = "21.2.0"
+version = "21.2.4"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["test"]
 files = [
-    {file = "virtualenv-21.2.0-py3-none-any.whl", hash = "sha256:1bd755b504931164a5a496d217c014d098426cddc79363ad66ac78125f9d908f"},
-    {file = "virtualenv-21.2.0.tar.gz", hash = "sha256:1720dc3a62ef5b443092e3f499228599045d7fea4c79199770499df8becf9098"},
+    {file = "virtualenv-21.2.4-py3-none-any.whl", hash = "sha256:29d21e941795206138d0f22f4e45ff7050e5da6c6472299fb7103318763861ac"},
+    {file = "virtualenv-21.2.4.tar.gz", hash = "sha256:b294ef68192638004d72524ce7ef303e9d0cf5a44c95ce2e54a7500a6381cada"},
 ]
 
 [package.dependencies]
 distlib = ">=0.3.7,<1"
 filelock = {version = ">=3.24.2,<4", markers = "python_version >= \"3.10\""}
 platformdirs = ">=3.9.1,<5"
-python-discovery = ">=1"
+python-discovery = ">=1.2.2"
 typing-extensions = {version = ">=4.13.2", markers = "python_version < \"3.11\""}
 
 [[package]]
diff --git a/src/ria_toolkit_oss/remote_control/remote_transmitter.py b/src/ria_toolkit_oss/remote_control/remote_transmitter.py
index c6ea3ab..d5b24a0 100644
--- a/src/ria_toolkit_oss/remote_control/remote_transmitter.py
+++ b/src/ria_toolkit_oss/remote_control/remote_transmitter.py
@@ -40,15 +40,19 @@ class RemoteTransmitter:
         try:
             if radio_str in ("pluto", "plutosdr"):
                 from ria_toolkit_oss.sdr.pluto import Pluto
+
                 self._sdr = Pluto(identifier)
             elif radio_str in ("usrp",):
                 from ria_toolkit_oss.sdr.usrp import USRP
+
                 self._sdr = USRP(identifier)
             elif radio_str in ("hackrf", "hackrf_one"):
                 from ria_toolkit_oss.sdr.hackrf import HackRF
+
                 self._sdr = HackRF(identifier)
             elif radio_str in ("bladerf", "blade"):
                 from ria_toolkit_oss.sdr.blade import Blade
+
                 self._sdr = Blade(identifier)
             else:
                 raise ValueError(f"Unknown SDR type: {radio_str!r}")
@@ -77,6 +81,7 @@ class RemoteTransmitter:
         if self._sdr is None:
             raise RuntimeError("Call set_radio() and init_tx() before transmit()")
         import time
+
         # Transmit in a loop until duration has elapsed
         end = time.monotonic() + duration_s
         while time.monotonic() < end:
diff --git a/src/ria_toolkit_oss/remote_control/remote_transmitter_controller.py b/src/ria_toolkit_oss/remote_control/remote_transmitter_controller.py
index e7ee746..b073b5d 100644
--- a/src/ria_toolkit_oss/remote_control/remote_transmitter_controller.py
+++ b/src/ria_toolkit_oss/remote_control/remote_transmitter_controller.py
@@ -14,6 +14,9 @@ import logging
 import threading
 import time
 
+import paramiko
+import zmq
+
 logger = logging.getLogger(__name__)
 
 _STARTUP_WAIT_S = 2.0  # seconds to wait for remote ZMQ server to bind
@@ -158,16 +161,21 @@ class RemoteTransmitterController:
         """
         logger.info(
             "init_tx: fc=%.3f MHz, fs=%.3f MHz, gain=%.1f dB, ch=%d",
-            center_frequency / 1e6, sample_rate / 1e6, gain, channel,
+            center_frequency / 1e6,
+            sample_rate / 1e6,
+            gain,
+            channel,
+        )
+        self._send(
+            {
+                "function_name": "init_tx",
+                "center_frequency": center_frequency,
+                "sample_rate": sample_rate,
+                "gain": gain,
+                "channel": channel,
+                "gain_mode": gain_mode,
+            }
         )
-        self._send({
-            "function_name": "init_tx",
-            "center_frequency": center_frequency,
-            "sample_rate": sample_rate,
-            "gain": gain,
-            "channel": channel,
-            "gain_mode": gain_mode,
-        })
 
     def transmit_async(self, duration_s: float) -> None:
         """Start a timed CW transmission in a background thread.
diff --git a/tests/remote_control/test_remote_transmitter.py b/tests/remote_control/test_remote_transmitter.py
index 9c50152..e6a0940 100644
--- a/tests/remote_control/test_remote_transmitter.py
+++ b/tests/remote_control/test_remote_transmitter.py
@@ -12,7 +12,6 @@ import pytest
 
 from ria_toolkit_oss.remote_control.remote_transmitter import RemoteTransmitter
 
-
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
@@ -241,34 +240,40 @@ class TestRunFunction:
 
     def test_init_tx_without_radio_returns_failure(self):
         tx = RemoteTransmitter()
-        resp = tx.run_function({
-            "function_name": "init_tx",
-            "center_frequency": 2.4e9,
-            "sample_rate": 20e6,
-            "gain": 0,
-        })
+        resp = tx.run_function(
+            {
+                "function_name": "init_tx",
+                "center_frequency": 2.4e9,
+                "sample_rate": 20e6,
+                "gain": 0,
+            }
+        )
         assert resp["status"] is False
         assert resp["error_message"]
 
     def test_init_tx_with_radio_success(self):
         tx = self._tx_with_mock_sdr()
-        resp = tx.run_function({
-            "function_name": "init_tx",
-            "center_frequency": 2.4e9,
-            "sample_rate": 20e6,
-            "gain": 30,
-        })
+        resp = tx.run_function(
+            {
+                "function_name": "init_tx",
+                "center_frequency": 2.4e9,
+                "sample_rate": 20e6,
+                "gain": 30,
+            }
+        )
         assert resp["status"] is True
 
     def test_transmit_runs_for_short_duration(self):
         tx = self._tx_with_mock_sdr()
         tx._sdr.init_tx = MagicMock()
-        resp = tx.run_function({
-            "function_name": "init_tx",
-            "center_frequency": 2.4e9,
-            "sample_rate": 20e6,
-            "gain": 0,
-        })
+        resp = tx.run_function(
+            {
+                "function_name": "init_tx",
+                "center_frequency": 2.4e9,
+                "sample_rate": 20e6,
+                "gain": 0,
+            }
+        )
         resp = tx.run_function({"function_name": "transmit", "duration_s": 0.02})
         assert resp["status"] is True
 
diff --git a/tests/remote_control/test_remote_transmitter_controller.py b/tests/remote_control/test_remote_transmitter_controller.py
index f2b6de7..8e132ef 100644
--- a/tests/remote_control/test_remote_transmitter_controller.py
+++ b/tests/remote_control/test_remote_transmitter_controller.py
@@ -7,8 +7,6 @@ sys.modules so they run regardless of whether the packages are installed.
 from __future__ import annotations
 
 import json
-import sys
-import threading
 import time
 from types import ModuleType
 from unittest.mock import MagicMock, patch
@@ -199,15 +197,11 @@ class TestErrorHandling:
 
     def test_missing_paramiko_raises_runtime_error(self):
         """If paramiko is absent, connecting gives a clear RuntimeError."""
-        import importlib
-
         import ria_toolkit_oss.remote_control.remote_transmitter_controller as mod
 
         with patch.dict("sys.modules", {"paramiko": None}):
             with pytest.raises((RuntimeError, ImportError)):
-                mod.RemoteTransmitterController(
-                    host="h", ssh_user="u", ssh_key_path="/k"
-                )
+                mod.RemoteTransmitterController(host="h", ssh_user="u", ssh_key_path="/k")
 
 
 # ---------------------------------------------------------------------------
diff --git a/tests/remote_control/test_sdr_remote_integration.py b/tests/remote_control/test_sdr_remote_integration.py
index 2f13bed..123cbf1 100644
--- a/tests/remote_control/test_sdr_remote_integration.py
+++ b/tests/remote_control/test_sdr_remote_integration.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from unittest.mock import MagicMock, call, patch
+from unittest.mock import MagicMock, patch
 
 import pytest
 
@@ -12,7 +12,6 @@ from ria_toolkit_oss.orchestration.campaign import (
     TransmitterConfig,
 )
 
-
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
@@ -179,9 +178,7 @@ class TestInitRemoteTxControllers:
             }
         ]
         executor = _make_executor(d)
-        with patch(
-            "ria_toolkit_oss.remote_control.RemoteTransmitterController"
-        ) as mock_cls:
+        with patch("ria_toolkit_oss.remote_control.RemoteTransmitterController") as mock_cls:
             executor._init_remote_tx_controllers()
         mock_cls.assert_not_called()
         assert executor._remote_tx_controllers == {}
@@ -264,7 +261,7 @@ class TestStartTransmitterSdrRemote:
         tx = executor.config.transmitters[0]
         step = CaptureStep(duration=5.0, label="nochan")
         executor._start_transmitter(tx, step)
-        _, kwargs = mock_ctrl_kwarg = ctrl.init_tx.call_args
+        _, kwargs = ctrl.init_tx.call_args
         assert kwargs["channel"] == 0
 
     def test_missing_controller_raises(self):
@@ -381,7 +378,11 @@ class TestRunWithSdrRemote:
             ),
             patch.object(executor, "_close_sdr"),
             patch.object(executor, "_close_remote_tx_controllers"),
-            patch.object(executor, "_execute_step", return_value=MagicMock(error=None, qa=MagicMock(flagged=False, snr_db=20.0, duration_s=10.0))),
+            patch.object(
+                executor,
+                "_execute_step",
+                return_value=MagicMock(error=None, qa=MagicMock(flagged=False, snr_db=20.0, duration_s=10.0)),
+            ),
         ):
             executor.run()
 
@@ -401,6 +402,7 @@ class TestTransmitBufferAndTimeout:
 
     def _executor_with_ctrl(self):
         from ria_toolkit_oss.orchestration.executor import CampaignExecutor
+
         cfg = CampaignConfig.from_dict(_FULL_CAMPAIGN_DICT)
         executor = CampaignExecutor(cfg)
         ctrl = MagicMock()

From 0642dcc2dbd8aa15b5d53eed9a162708e8c975e8 Mon Sep 17 00:00:00 2001
From: madrigal <madrigal@qoherent.ai>
Date: Mon, 20 Apr 2026 11:51:57 -0400
Subject: [PATCH 3/8] Added paramiko to dependencies

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 7e46d9b..fea1ee5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -49,7 +49,8 @@ dependencies = [
   "pyzmq (>=27.1.0,<28.0.0)",
   "pyyaml (>=6.0.3,<7.0.0)",
   "click (>=8.1.0,<9.0.0)",
-  "matplotlib (>=3.8.0,<4.0.0)"
+  "matplotlib (>=3.8.0,<4.0.0)",
+  "paramiko (>=4.0.0)"
 ]
 
 # [project.optional-dependencies] Commented out to prevent Tox tests from failing

From 138fdeb68b03bc55e02b4704d8b0e008f2feadbe Mon Sep 17 00:00:00 2001
From: gillian <gillian@qoherent.ai>
Date: Mon, 20 Apr 2026 13:06:54 -0400
Subject: [PATCH 4/8] Added getting started guide

---
 .../_sources/intro/getting_started.rst.txt    | 1082 +++++++++++++++++
 1 file changed, 1082 insertions(+)
 create mode 100644 docs/_build/html/_sources/intro/getting_started.rst.txt

diff --git a/docs/_build/html/_sources/intro/getting_started.rst.txt b/docs/_build/html/_sources/intro/getting_started.rst.txt
new file mode 100644
index 0000000..f51f9fa
--- /dev/null
+++ b/docs/_build/html/_sources/intro/getting_started.rst.txt
@@ -0,0 +1,1082 @@
+###############
+Getting Started
+###############
+
+This is a practical reference for the ``ria`` CLI from ``ria-toolkit-oss``.
+
+**Scope of this guide:**
+
+* Installation and setup
+* End-to-end CLI workflows
+* Full command reference for CLI features
+* Brief scripting section
+
+**Official resources:**
+
+* `Project README <https://riahub.ai/qoherent/ria-toolkit-oss>`_
+* `Documentation <https://ria-toolkit-oss.readthedocs.io/>`_
+* `PyPI package <https://pypi.org/project/ria-toolkit-oss/>`_
+* `RIA Hub Conda package <https://riahub.ai/qoherent/-/packages/conda/ria-toolkit-oss>`_
+
+.. contents:: Contents
+   :local:
+   :depth: 2
+
+
+1) Installation and Setup
+==========================
+
+1.1 Installation with Conda
+----------------------------
+
+RIA Toolkit OSS is available as a Conda package on RIA Hub. This is typically the easiest
+path when using SDR tooling that depends on native/system libraries.
+
+.. code-block:: bash
+
+   conda update --force conda
+   conda config --add channels https://riahub.ai/api/packages/qoherent/conda
+   conda activate base
+   conda install ria-toolkit-oss
+
+Verify:
+
+.. code-block:: bash
+
+   conda list | grep ria-toolkit-oss
+
+
+1.2 Installation with pip
+--------------------------
+
+Use pip unless you specifically need to edit toolkit source.
+
+.. code-block:: bash
+
+   python3 -m venv .venv
+   source .venv/bin/activate
+   pip install --upgrade pip
+   pip install ria-toolkit-oss
+
+Verify CLI entrypoint:
+
+.. code-block:: bash
+
+   ria --help
+
+``pyproject.toml`` defines two script entry points:
+
+* ``ria``
+* ``ria-tools``
+
+Both point to the same CLI module (``ria_toolkit_oss_cli.cli:cli``).
+
+
+1.3 Optional install from source
+----------------------------------
+
+Use this for local development or testing unreleased changes.
+
+.. code-block:: bash
+
+   git clone https://riahub.ai/qoherent/ria-toolkit-oss.git
+   cd ria-toolkit-oss
+   python3 -m venv .venv
+   source .venv/bin/activate
+   pip install -e .
+
+
+1.4 SDR driver prerequisites
+-----------------------------
+
+Toolkit package install does not install all system SDR drivers. Install vendor/runtime
+dependencies for the hardware you use.
+
+Examples (depends on device and OS):
+
+* USRP: UHD drivers
+* Pluto: libiio / IIO utilities
+* BladeRF: libbladeRF
+* HackRF: libhackrf
+* RTL-SDR: librtlsdr
+
+See repo docs under ``docs/source/sdr_guides/*`` and your OS package instructions.
+
+
+2) CLI Structure
+=================
+
+Top-level CLI follows this model:
+
+.. code-block:: bash
+
+   ria [GLOBAL_OPTS] <command> [ARGS] [OPTIONS]
+
+**Global:**
+
+* ``-v, --verbose`` (defined on root click group)
+
+**Top-level commands:**
+
+* ``discover``
+* ``init``
+* ``capture``
+* ``view``
+* ``annotate`` (group)
+* ``convert``
+* ``split``
+* ``combine``
+* ``generate`` (group)
+* ``transform`` (group)
+* ``transmit``
+* ``synth`` (alias of ``generate`` in command bindings)
+
+
+3) Quick End-to-End Workflow
+=============================
+
+3.1 Discover radios
+--------------------
+
+Run this first in any new environment to verify drivers and detect hardware before
+attempting RX/TX commands.
+
+.. code-block:: bash
+
+   ria discover
+   ria discover -v
+   ria discover --json-output
+
+
+3.2 Initialize local metadata defaults
+---------------------------------------
+
+Set reusable metadata once so generated/captured files automatically include consistent
+provenance fields.
+
+.. code-block:: bash
+
+   ria init
+   # or non-interactive
+   ria init --author "Jane Doe" --project "rf-campaign-1" --location "Lab-A"
+   # show config
+   ria init --show
+
+
+3.3 Capture IQ
+---------------
+
+Capture baseband data from a connected SDR into a reusable file format.
+
+.. code-block:: bash
+
+   ria capture -d pluto -f 2.44G -s 2e6 -n 500000 -o capture.sigmf-data
+
+
+3.4 Visualize and inspect
+--------------------------
+
+Render quick diagnostic plots to validate signal presence, quality, and rough structure.
+
+.. code-block:: bash
+
+   ria view capture.sigmf-data --type simple
+   ria view capture.sigmf-data --type full --show --no-save
+
+
+3.5 Auto-annotate and inspect annotations
+------------------------------------------
+
+Create initial labels automatically, then inspect annotation objects before downstream use.
+
+.. code-block:: bash
+
+   ria annotate energy capture.sigmf-data --label signal --threshold 1.2
+   ria annotate list capture.sigmf-data --verbose
+
+
+3.6 Convert and split
+----------------------
+
+Normalize file format and split large captures into manageable chunks for processing or
+training.
+
+.. code-block:: bash
+
+   ria convert capture.sigmf-data capture.npy
+   ria split capture.sigmf-data --split-every 100000 --output-dir chunks
+
+
+3.7 Apply transforms
+---------------------
+
+Augment or impair recordings to produce controlled variants.
+
+.. code-block:: bash
+
+   ria transform augment channel_swap capture.npy
+   ria transform impair add_awgn_to_signal capture.npy --params snr=10
+
+
+3.8 Transmit (TX-capable radios only)
+--------------------------------------
+
+Replay recorded or synthesized IQ through a transmit-capable SDR.
+
+.. code-block:: bash
+
+   ria transmit -d hackrf -f 2.44G -s 2e6 --input capture.sigmf-data
+   # or generated waveform
+   ria transmit -d hackrf --generate lfm --continuous
+
+
+4) Command Reference
+=====================
+
+4.1 ``discover``
+-----------------
+
+**Purpose:**
+
+* Probe available SDR drivers and enumerate attached hardware.
+* Confirm whether runtime libraries/drivers are installed and discoverable before
+  capture/transmit.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria discover [--verbose] [--json-output]
+
+**Options:**
+
+* ``-v, --verbose``: include per-driver probe details and import/init failures.
+* ``--json-output``: emit JSON (useful for automation and inventory scripts).
+
+**Behavior notes:**
+
+* ``discover`` checks multiple backends (USB and network paths, depending on driver support).
+* A device not appearing here usually means one of: missing system driver, permission issue,
+  USB/network connectivity issue.
+* Use ``--verbose`` first when troubleshooting; it surfaces driver-level failures that are
+  hidden in default output.
+
+
+4.2 ``init``
+-------------
+
+**Purpose:**
+
+* Create/manage user config file (defaults to ``~/.ria/config.yaml``, or
+  ``$XDG_CONFIG_HOME/ria/config.yaml``).
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria init [options]
+
+**Key options:**
+
+*Metadata defaults:*
+``--author``, ``--organization``, ``--project``, ``--location``, ``--testbed``,
+``--license``, ``--hw``, ``--dataset``
+
+*Actions:*
+``--show``, ``--reset``
+
+*Control:*
+``--config-path``, ``--interactive`` / ``--no-interactive``, ``-y`` / ``--yes``
+
+**What each option category does:**
+
+* Metadata defaults (``--author``, ``--project``, etc.): stored once and reused for later
+  recordings so files have consistent provenance.
+* SigMF-focused fields (``--license``, ``--hw``, ``--dataset``): populate metadata commonly
+  expected in shared datasets.
+* ``--show``: read-only inspect of the current resolved config.
+* ``--reset``: remove config and start clean.
+* ``--config-path``: use a non-default config location (useful for isolated environments or
+  CI).
+* ``--interactive`` / ``--no-interactive``: force prompts on or off regardless of terminal
+  auto-detection.
+* ``--yes``: suppress confirmation prompts for scripted runs.
+
+.. note::
+   Current command output includes a note that some config integration is still being
+   finalized. Config values are already consumed by multiple commands (capture, convert,
+   generate metadata, and YAML config loading paths).
+
+
+4.3 ``capture``
+----------------
+
+**Purpose:**
+
+* Record IQ samples from a supported SDR and save to ``sigmf``, ``npy``, ``wav``, or
+  ``blue``.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria capture [options]
+
+Device selection (``--device``) is optional if only one device is detected. Exactly one of
+``--num-samples`` or ``--duration`` is required.
+
+**Core options:**
+
+*Device/connection:*
+
+* ``-d, --device {pluto,hackrf,bladerf,usrp,rtlsdr,thinkrf}``
+* ``-i, --ident``
+* ``-c, --config <yaml>``
+
+*RF/capture:*
+
+* ``-s, --sample-rate``
+* ``-f, --center-frequency`` (supports values like ``915e6``, ``2.4G``)
+* ``-g, --gain``
+* ``-b, --bandwidth``
+* ``-n, --num-samples``
+* ``-t, --duration``
+
+*Output:*
+
+* ``-o, --output``
+* ``--output-dir``
+* ``--format {npy,sigmf,wav,blue}``
+* ``--save-image``
+
+*Metadata/logging:*
+
+* ``-m, --metadata KEY=VALUE`` (repeatable)
+* ``-v, --verbose``, ``-q, --quiet``
+
+**How options work in practice:**
+
+* ``--device`` + ``--ident``: select both device class and target instance; ``--ident``
+  takes serial/IP style selectors.
+* ``--config``: load a YAML option set, then override specific fields on the CLI as needed.
+* ``--num-samples`` vs ``--duration``: use exact sample count for deterministic datasets,
+  or time-based capture for quick acquisition.
+* ``--format``: ``sigmf`` is best for metadata/annotation workflows.
+* ``--save-image``: writes a quick visual summary alongside capture output.
+* ``--metadata KEY=VALUE``: injects run-specific metadata (campaign ID, antenna, scenario
+  tag, etc.).
+
+**Output behavior:**
+
+* If ``--output`` is omitted, a timestamped filename is generated automatically.
+* If ``--output-dir`` is omitted, captures default to ``recordings/``.
+* Format is inferred from the ``--output`` extension when no explicit ``--format`` is given.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria capture -d hackrf -s 2e6 -f 2.44G -n 1000000 -o rf.sigmf-data
+   ria capture -d pluto -f 915e6 -t 2 --format npy --output-dir recordings
+   ria capture -c capture_config.yaml
+
+
+4.4 ``view``
+-------------
+
+**Purpose:**
+
+* Generate visualizations from IQ files.
+* Quickly validate signal quality, occupancy, and annotation coverage without writing custom
+  plotting code.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria view <input> [options]
+
+``<input>`` accepts SigMF, NPY, WAV, and Blue files.
+
+**Mode** (``--type``):
+
+* ``simple``: fast-look plots for sanity checks and quick iteration.
+* ``full``: multi-panel diagnostic figure (IQ, time, frequency, metadata views).
+* ``annotations`` / ``annotation``: render annotation overlays.
+* ``channels``: channelized/segmented visualization.
+* ``annotate``: convenience path used in some annotation workflows.
+
+**Output/display options:**
+
+* ``--output``, ``--format {png,pdf,svg,jpg}``
+* ``--show``: open an interactive window (requires a GUI display environment).
+* ``--no-save``: suppress file output; only meaningful with ``--show``.
+* ``--overwrite``
+
+**Style options:**
+
+* ``--dpi``, ``--figsize WxH``, ``--title``
+* ``--light``: switch to a light theme (useful for reports/slides).
+
+**Loading options:**
+
+* ``--legacy``: force legacy NPY loading path for older datasets.
+* ``--config``
+
+**Mode-specific options:**
+
+*simple:* ``--fast``, ``--compact``, ``--horizontal``, ``--constellation``, ``--labels``,
+``--slice start:end[:step]``
+
+*full:* ``--plot-length``, ``--no-spectrogram``, ``--no-iq``, ``--no-frequency``,
+``--no-constellation``, ``--no-metadata``, ``--no-logo``, ``--spines``
+
+*annotations/channels:* ``--channel``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria view capture.sigmf-data --type simple
+   ria view capture.npy --type full --title "Test Capture" --format pdf
+   ria view capture.npy --show --no-save
+   ria view old.npy --legacy --type simple
+
+
+4.5 ``annotate`` group
+-----------------------
+
+**Purpose:**
+
+* Manual annotation management and auto-detection/separation.
+* Build or refine label metadata directly in recordings for downstream training, QA, and
+  filtering.
+
+**Command shape:**
+
+.. code-block:: bash
+
+   ria annotate <subcommand> ...
+
+**Subcommands:** ``list``, ``add``, ``remove``, ``clear``, ``energy``, ``cusum``,
+``threshold``, ``separate``
+
+**General behavior:**
+
+* SigMF is the preferred format for durable annotation metadata.
+* For non-SigMF input, many operations write a new output artifact unless overwrite behavior
+  is explicitly requested.
+* ``--type {standalone,parallel,intersection}`` controls annotation relation semantics.
+
+``ria annotate list``
+~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate list <input> [--verbose]
+
+Prints all annotations for a recording in index order. ``--verbose`` includes additional
+detail per record.
+
+``ria annotate add``
+~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate add <input> --start <int> --count <int> --label <text> [options]
+
+Adds one explicit annotation with sample-domain boundaries.
+
+* ``--start``: first sample index of the annotated region.
+* ``--count``: number of samples in the region.
+* ``--freq-lower``, ``--freq-upper``: optional spectral bounds in Hz.
+* ``--comment``, ``--type``, ``-o`` / ``--output``, ``--overwrite``, ``--quiet``
+
+``ria annotate remove``
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate remove <input> <index> [--output ...] [--overwrite] [--quiet]
+
+Removes exactly one annotation by list index. Run ``annotate list`` first to confirm the
+index.
+
+``ria annotate clear``
+~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate clear <input> [--force] [--overwrite] [--quiet]
+
+Removes all annotations from the recording. ``--force`` bypasses the confirmation prompt.
+
+``ria annotate energy``
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate energy <input> [options]
+
+Detects energetic regions above the estimated noise floor and writes them as annotations.
+
+* ``--label``
+* ``--threshold``: noise-floor multiplier; higher values reduce false positives but can miss
+  weak signals.
+* ``--segments``: number of segments used to estimate baseline noise.
+* ``--window-size``: smoothing size; larger windows stabilize detections at the cost of
+  sharp transition precision.
+* ``--min-distance``: minimum sample spacing between detections, preventing dense duplicate
+  regions.
+* ``--freq-method {nbw,obw,full-detected,full-bandwidth}``: how frequency bounds are assigned
+  to annotations.
+* ``--nfft``, ``--obw-power``
+* ``--type``, ``-o`` / ``--output``, ``--overwrite``, ``--quiet``
+
+``ria annotate cusum``
+~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate cusum <input> [options]
+
+Uses change-point detection (CUSUM-style logic) to find regime changes and annotate
+contiguous segments.
+
+* ``--label``
+* ``--min-duration`` (ms): prevents tiny over-segmented labels.
+* ``--window-size``
+* ``--tolerance``: merges nearby boundaries when set above default.
+* ``--type``, ``-o`` / ``--output``, ``--overwrite``, ``--quiet``
+
+``ria annotate threshold``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate threshold <input> --threshold <0.0..1.0> [options]
+
+Uses normalized magnitude thresholding to derive annotation spans. Use where a fixed
+amplitude threshold is sufficient.
+
+* ``--label``, ``--window-size``, ``--type``, ``-o`` / ``--output``, ``--overwrite``,
+  ``--quiet``
+
+``ria annotate separate``
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate separate <input> [options]
+
+Decomposes selected annotations into narrower spectral components and emits refined
+annotations.
+
+* ``--indices "0,1,2"``: limit operation to specific annotations; omit to process all.
+* ``--nfft``: larger FFT improves frequency resolution but increases compute time.
+* ``--noise-threshold-db``: stabilizes detection across heterogeneous captures.
+* ``--min-component-bw``: rejects narrow fragments likely to be noise artifacts.
+* ``-o`` / ``--output``, ``--overwrite``, ``--quiet``, ``--verbose``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria annotate list capture.sigmf-data --verbose
+   ria annotate add capture.sigmf-data --start 10000 --count 5000 --label burst
+   ria annotate energy capture.sigmf-data --label signal --threshold 1.3
+   ria annotate cusum capture.sigmf-data --min-duration 5
+   ria annotate separate capture.sigmf-data --indices 0,1 --verbose
+
+
+4.6 ``convert``
+----------------
+
+**Purpose:**
+
+* Convert between ``sigmf``, ``npy``, ``wav``, and ``blue``.
+* Normalize datasets into the format required by downstream tooling or collaboration targets.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria convert <input> [output] [options]
+
+If ``output`` is omitted, ``--format`` must be provided. If both are given, format is
+inferred from the output file extension.
+
+**Options:**
+
+* ``--format {npy,sigmf,wav,blue}``
+* ``--output-dir``
+* ``--legacy``: use older NPY loader behavior for historical recordings.
+* ``--wav-sample-rate``: target sample rate for WAV export.
+* ``--wav-bits {16,32}``: output PCM depth; higher preserves more dynamic range.
+* ``--blue-format {CI,CF,CD}``: Bluefile complex sample representation.
+* ``--metadata KEY=VALUE`` (repeatable): add or override metadata during conversion;
+  especially useful when exporting to SigMF.
+* ``--overwrite``, ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria convert recording.sigmf-data output.npy
+   ria convert recording.npy --format sigmf
+   ria convert highrate.npy audio.wav --wav-sample-rate 48000
+   ria convert old.npy --format sigmf --legacy --overwrite
+
+
+4.7 ``split``
+--------------
+
+**Purpose:**
+
+* Split, trim, or extract recordings.
+* Create manageable dataset shards or extract windows of interest without custom scripts.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria split <input> [operation] [options]
+
+Choose exactly one operation per invocation:
+
+* ``--split-at <sample>``: binary split at a specific sample index.
+* ``--split-every <N>``: fixed-size chunking for ML pipelines.
+* ``--split-duration <seconds>``: time-based chunking.
+* ``--trim`` (with ``--start`` + ``--length`` or ``--end``): extract one sub-window.
+* ``--extract-annotations``: write each annotated region as a standalone file.
+
+**Trim controls:** ``--start``, ``--length``, ``--end``
+
+**Annotation extraction filters:** ``--annotation-label``, ``--annotation-index``
+
+**Output controls:**
+``--output-dir``, ``--output-prefix``, ``--output-format {npy,sigmf,wav,blue}``,
+``--overwrite``, ``--legacy``, ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria split recording.sigmf-data --split-at 500000 --output-dir out
+   ria split recording.sigmf-data --split-every 100000 --output-dir chunks
+   ria split recording.sigmf-data --split-duration 1.0 --output-dir chunks
+   ria split recording.npy --trim --start 1000 --length 5000 --output-dir trimmed
+   ria split annotated.sigmf-data --extract-annotations --annotation-label payload
+
+
+4.8 ``combine``
+----------------
+
+**Purpose:**
+
+* Merge multiple recordings by concatenation or sample-wise addition.
+* Assemble multi-part captures or synthesize mixtures for testing and model training.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria combine <input1> <input2> [input3 ...] <output> [options]
+
+**Options:**
+
+* ``--mode {concat,add}``
+* ``--align-mode {error,truncate,pad,pad-start,pad-center,pad-end,repeat,repeat-spaced}``
+* ``--pad-start-sample``, ``--repeat-spacing``
+* ``--normalize``: rescale combined output to avoid clipping/saturation after addition.
+* ``--output-format {sigmf,npy,wav,blue}``
+* ``--overwrite``, ``--metadata KEY=VALUE`` (repeatable)
+* ``--legacy``, ``--verbose``, ``--quiet``
+
+**Mode semantics:**
+
+* ``concat``: append inputs sequentially in time.
+* ``add``: sample-wise summation — all inputs must be aligned to the same length.
+
+**Alignment options for** ``--mode add``:
+
+* ``error``: fail if lengths differ.
+* ``truncate``: cut all to shortest length.
+* ``pad``, ``pad-start``, ``pad-center``, ``pad-end``: zero-pad shorter streams.
+* ``repeat``: tile shorter streams to match longest.
+* ``repeat-spaced``: repeated placement with spacing via ``--repeat-spacing``.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria combine a.npy b.npy c.npy merged.npy
+   ria combine signal.npy noise.npy noisy.npy --mode add
+   ria combine long.npy short.npy out.npy --mode add --align-mode pad-center
+   ria combine signal.npy pattern.npy out.npy --mode add --align-mode repeat-spaced --repeat-spacing 10000
+
+
+4.9 ``generate`` group (and ``synth`` alias)
+---------------------------------------------
+
+**Purpose:**
+
+* Generate synthetic IQ signals and save in ``npy``, ``sigmf``, ``wav``, or ``blue``.
+* Create known-reference waveforms and synthetic datasets for validation, demos, and ML
+  data generation.
+
+``ria synth ...`` is an alias for ``ria generate ...``.
+
+**Shape:**
+
+.. code-block:: bash
+
+   ria generate <subcommand> [subcommand options] [common options]
+
+**Available subcommands:**
+``tone``, ``noise``, ``chirp``, ``square``, ``sawtooth``, ``qam``, ``apsk``, ``pam``,
+``fsk``, ``ook``, ``oqpsk``, ``gmsk``, ``psk``
+
+**Common options shared across all generators:**
+
+* ``-s, --sample-rate`` (required)
+* ``-n, --num-samples`` or ``-t, --duration``
+* ``--frequency-shift``, ``-fc`` / ``--center-frequency``
+* ``--add-noise``, ``--noise-power``, ``--path-gain``
+* ``-o, --output`` (required), ``-F`` / ``--format {npy,sigmf,wav,blue}``
+* ``--multipath-paths``, ``--multipath-max-delay``
+* ``--iq-amp-imbalance``, ``--iq-phase-imbalance``, ``--iq-dc-offset``
+* ``--config <yaml>``
+* ``-w`` / ``--overwrite``, ``-m`` / ``--metadata KEY=VALUE`` (repeatable)
+* ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+``--frequency-shift`` and ``--center-frequency`` let you separate the baseband shape from
+RF metadata context. ``--add-noise`` and ``--noise-power`` apply post-generation noise.
+Multipath and IQ imbalance flags apply impairment-style post-processing during generation.
+
+``tone``
+~~~~~~~~~
+
+Options: ``--frequency``, ``--amplitude``, ``--phase``
+
+Clean sinusoidal calibration/reference source.
+
+``noise``
+~~~~~~~~~~
+
+Options: ``--noise-type {gaussian,uniform}``, ``--power``
+
+Baseline noise floor data or controlled additive-noise synthesis.
+
+``chirp``
+~~~~~~~~~~
+
+Options: ``--bandwidth`` (required), ``--period`` (required), ``--type {up,down,up_down}``
+
+Sweep-based radar/sonar-style signals and bandwidth occupancy tests.
+
+``square``
+~~~~~~~~~~~
+
+Options: ``--frequency``, ``--amplitude``, ``--duty-cycle``, ``--phase``
+
+``sawtooth``
+~~~~~~~~~~~~~
+
+Options: ``--frequency``, ``--amplitude``, ``--phase``
+
+Digital modulation families: ``qam``, ``apsk``, ``pam``, ``psk``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* ``--symbols``, ``--order``
+* ``--symbol-rate``
+* ``--filter {rrc,rc,gaussian,none}``, ``--filter-span``, ``--filter-beta``
+* ``--message-source {random,file,string}``, ``--message-content``
+
+Use ``--message-source random`` for synthetic datasets, ``file`` for deterministic replay,
+or ``string`` for small human-readable payload testing. Pulse-shaping filter options
+(``--filter``, ``--filter-span``, ``--filter-beta``) control spectral occupancy and ISI.
+
+``fsk``
+~~~~~~~~
+
+Options: ``--symbols``, ``--order``, ``--symbol-rate``, ``--freq-spacing``,
+``--modulation-index``, ``--message-source``, ``--message-content``
+
+``--freq-spacing`` and ``--modulation-index`` drive tone separation and spectral profile.
+
+``ook``, ``oqpsk``, ``gmsk``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Options: ``--symbol-rate`` (required), ``--message-source {random,file,string}``,
+``--message-content``; ``gmsk`` also accepts ``--bt``
+
+``gmsk --bt`` sets the Gaussian filter bandwidth-time product (spectral compactness vs
+symbol transition sharpness).
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria generate tone -s 2e6 -n 500000 --frequency 50e3 -o tone.sigmf-data
+   ria generate noise -s 2e6 -n 500000 --noise-type gaussian --power 0.05 -o noise.npy
+   ria generate chirp -s 5e6 -t 0.5 --bandwidth 2e6 --period 0.01 --type up -o chirp.sigmf-data
+   ria generate qam -s 2e6 -r 100e3 -M 16 -N 5000 --message-source random -o qam16.npy
+   ria synth psk -s 2e6 -r 100e3 -M 8 -N 8000 -o psk8.npy
+
+
+4.10 ``transform`` group
+-------------------------
+
+**Purpose:**
+
+* Apply algorithmic transforms to existing recordings.
+* Run reusable augmentations/impairments for dataset diversity and robustness testing.
+
+**Shape:**
+
+.. code-block:: bash
+
+   ria transform <augment|impair|custom> ...
+
+``augment``
+~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria transform augment [augmentation] [input] [output] [options]
+
+Applies transforms from ``iq_augmentations`` (dataset-expansion style modifications).
+
+Options: ``--list``, ``--help-transform``, ``--params KEY=VALUE`` (repeatable), ``--view``,
+``--overwrite``, ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+``impair``
+~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria transform impair [impairment] [input] [output] [options]
+
+Applies transforms from ``iq_impairments`` (noise, distortion, and channel degradation
+effects). Same options as ``augment``.
+
+``custom``
+~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria transform custom [transform_name] [input] [output] --transform-dir <dir> [options]
+
+Dynamically loads public functions from Python files in ``--transform-dir`` and exposes them
+as callable transforms.
+
+Options: ``--transform-dir`` (required), ``--list``, ``--help-transform``,
+``--params KEY=VALUE`` (repeatable), ``--view``, ``--overwrite``, ``-v`` / ``--verbose``,
+``-q`` / ``--quiet``
+
+``--params`` values must be ``KEY=VALUE``; types are inferred as int, float, or string.
+Use ``--list`` to enumerate available transform names, and ``--help-transform <name>`` to
+inspect parameter hints. ``--view`` writes a PNG preview alongside transform output.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria transform augment --list
+   ria transform augment channel_swap in.npy out.npy
+   ria transform augment drop_samples in.npy --params max_section_size=5 --view
+
+   ria transform impair --list
+   ria transform impair add_awgn_to_signal in.npy out.npy --params snr=10
+
+   ria transform custom --transform-dir ./my_transforms --list
+   ria transform custom my_filter in.npy out.npy --transform-dir ./my_transforms --params cutoff=0.2
+
+
+4.11 ``transmit``
+------------------
+
+**Purpose:**
+
+* Transmit IQ via a TX-capable SDR (``pluto``, ``hackrf``, ``bladerf``, ``usrp``).
+* Support playback of captured/generated waveforms for over-the-air or wired-loop test
+  scenarios.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria transmit [options]
+
+**Input source (choose one):**
+
+* ``--input <file>``: transmit an existing recording.
+* ``--generate {lfm,chirp,sine,pulse}``: synthesize a transmit signal on the fly.
+* If neither is specified, the command defaults to a generated LFM waveform.
+
+**Core options:**
+
+*Device/radio:* ``-d`` / ``--device {pluto,hackrf,bladerf,usrp}``, ``-i`` / ``--ident``,
+``-c`` / ``--config``
+
+*RF:* ``-s`` / ``--sample-rate``, ``-f`` / ``--center-frequency``, ``-g`` / ``--gain``,
+``-b`` / ``--bandwidth``
+
+*Input/gen:* ``--input``, ``--legacy``, ``--generate {lfm,chirp,sine,pulse}``
+
+*TX control:*
+
+* ``-r, --repeat``
+* ``--continuous``: transmit until interrupted (``Ctrl+C``).
+* ``--tx-delay``: pause between repeats when ``--repeat`` is used.
+* ``-y, --yes``: skip confirmation prompts; use carefully in scripted environments.
+
+*Logging:* ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+.. warning::
+   ``--continuous`` transmits until manually interrupted. Validate gain settings, antenna
+   configuration, and regulatory compliance before use.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria transmit -d pluto -f 915e6 -s 2e6 --input capture.sigmf-data
+   ria transmit -d hackrf --generate lfm -f 2.44G --continuous
+   ria transmit -d usrp --input msg.npy -r 3 --tx-delay 0.5
+
+
+5) YAML Config Patterns
+========================
+
+Several commands accept ``--config <file.yaml>`` for parameter loading. CLI flags generally
+override values loaded from ``--config``.
+
+Keep one stable baseline YAML per workflow (capture, generate, transmit), then override only
+experiment-specific fields on the CLI.
+
+**Capture config example:**
+
+.. code-block:: yaml
+
+   device: pluto
+   ident: 192.168.2.1
+   sample_rate: 2000000
+   center_frequency: 2.44G
+   gain: 20
+   bandwidth: 2000000
+   num_samples: 500000
+   format: sigmf
+   output: run1.sigmf-data
+   metadata:
+     campaign: lab_eval
+     antenna: dipole
+
+.. code-block:: bash
+
+   ria capture -c capture.yaml
+
+**Generate config example:**
+
+.. code-block:: yaml
+
+   sample_rate: 2000000
+   num_samples: 200000
+   format: npy
+   output: synth.npy
+   noise_power: 0.02
+
+.. code-block:: bash
+
+   ria generate noise --config generate.yaml
+
+
+6) Practical Tips and Safety
+=============================
+
+* Use ``ria discover`` before capture/transmit sessions.
+* Keep TX gain conservative first; validate with attenuators/dummy loads when needed.
+* Prefer SigMF for interoperable metadata and annotations.
+* For long workflows, keep outputs organized by campaign directories and consistent prefixes.
+* Use ``--verbose`` when debugging device init or driver issues.
+
+
+7) Version Notes
+=================
+
+These notes are based on the current implementation and should be re-validated against future
+releases.
+
+1. Some command docstrings and examples still mention ``utils`` or ``ria_toolkit_oss``
+   command prefixes in text blocks. The operational command is ``ria ...``.
+2. Command bindings currently import ``viewe`` instead of ``view`` in
+   ``src/ria_toolkit_oss_cli/ria_toolkit_oss/commands.py``.
+3. Multiple non-CLI modules still import ``utils.*``, which can create runtime dependency
+   coupling when using only ``ria-toolkit-oss`` in isolation.
+
+If you observe unexpected import errors after install, check the package version and
+changelog, then test ``ria --help`` in a clean virtual environment.
+
+
+8) Brief Scripting (Python) Preview
+=====================================
+
+For quick non-CLI use:
+
+.. code-block:: python
+
+   from ria_toolkit_oss.datatypes import Recording
+   from ria_toolkit_oss.io import load_recording, to_sigmf
+   from ria_toolkit_oss.transforms import iq_augmentations, iq_impairments
+
+   rec = load_recording("capture.sigmf-data")
+   aug = iq_augmentations.channel_swap(rec)
+   imp = iq_impairments.add_awgn_to_signal(aug, snr=10)
+   to_sigmf(imp, filename="capture_awgn", path=".")
+
+You can also call annotation algorithms and block-generator primitives from Python directly.
+
+
+9) Cheat Sheet
+===============
+
+.. code-block:: bash
+
+   # Install
+   pip install ria-toolkit-oss
+
+   # Discover
+   ria discover -v
+
+   # Init defaults
+   ria init --author "Jane" --project "rf1" --location "Lab-A"
+
+   # Capture
+   ria capture -d pluto -f 2.44G -s 2e6 -n 1000000 -o cap.sigmf-data
+
+   # View
+   ria view cap.sigmf-data --type simple
+
+   # Annotate
+   ria annotate energy cap.sigmf-data --threshold 1.2
+   ria annotate list cap.sigmf-data --verbose
+
+   # Convert
+   ria convert cap.sigmf-data cap.npy
+
+   # Split
+   ria split cap.sigmf-data --split-every 100000 --output-dir chunks
+
+   # Combine
+   ria combine chunks/a.npy chunks/b.npy merged.npy
+
+   # Generate
+   ria generate qam -s 2e6 -r 100e3 -M 16 -N 5000 -o qam16.npy
+
+   # Transform
+   ria transform augment channel_swap cap.npy
+   ria transform impair add_awgn_to_signal cap.npy --params snr=10
+
+   # Transmit
+   ria transmit -d hackrf --input cap.sigmf-data -f 2.44G -s 2e6

From e506d26450f831f5cca1215469b04194874542eb Mon Sep 17 00:00:00 2001
From: gillian <gillian@qoherent.ai>
Date: Mon, 20 Apr 2026 13:10:31 -0400
Subject: [PATCH 5/8] Replaces the getting_started.rst placeholder with a full
 CLI reference covering installation, commands, YAML config patterns, and a
 cheat sheet. Adds custom CSS/JS for heading colours, warning admonition
 styling, code block colours, and ria command highlighting. Fixes .gitignore
 to exclude docs/_build/.

---
 .gitignore                                    |    1 +
 .../_sources/intro/getting_started.rst.txt    |    1 +
 docs/source/_static/custom.css                |   29 +
 docs/source/_static/custom.js                 |    8 +
 docs/source/conf.py                           |    3 +
 docs/source/intro/getting_started.rst         | 1090 ++++++++++++++++-
 6 files changed, 1125 insertions(+), 7 deletions(-)
 create mode 100644 docs/source/_static/custom.css
 create mode 100644 docs/source/_static/custom.js

diff --git a/.gitignore b/.gitignore
index b66b92e..b2ac7f1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,6 +52,7 @@ tests/sdr/
 
 # Sphinx documentation
 docs/build/
+docs/_build/
 
 # Jupyter Notebook
 .ipynb_checkpoints
diff --git a/docs/_build/html/_sources/intro/getting_started.rst.txt b/docs/_build/html/_sources/intro/getting_started.rst.txt
index f51f9fa..c2386ee 100644
--- a/docs/_build/html/_sources/intro/getting_started.rst.txt
+++ b/docs/_build/html/_sources/intro/getting_started.rst.txt
@@ -21,6 +21,7 @@ This is a practical reference for the ``ria`` CLI from ``ria-toolkit-oss``.
 .. contents:: Contents
    :local:
    :depth: 2
+   :backlinks: none
 
 
 1) Installation and Setup
diff --git a/docs/source/_static/custom.css b/docs/source/_static/custom.css
new file mode 100644
index 0000000..40b2823
--- /dev/null
+++ b/docs/source/_static/custom.css
@@ -0,0 +1,29 @@
+/* Change the hex values below to customize heading colours */
+
+.rst-content h1 { color: #2c3e50; }
+.rst-content h2,
+.rst-content h2 a { color: #ffffff !important; font-size: 22px !important; }
+
+.rst-content h3,
+.rst-content h3 a { color: #ffffff !important; font-size: 16px !important; }
+
+.rst-content h3 code { font-size: inherit !important; }
+
+.rst-content .admonition.warning {
+    background: #1a1a2e !important;
+    border-left: 4px solid #c0392b !important;
+}
+
+.rst-content .admonition.warning .admonition-title {
+    background: #c0392b !important;
+    color: #ffffff !important;
+}
+
+.rst-content .admonition.warning p {
+    color: #ffffff !important;
+}
+.rst-content h4 { color: #404040; }
+
+.highlight * { color: #ffffff !important; }
+
+.ria-cmd { color: #2980b9 !important; }
diff --git a/docs/source/_static/custom.js b/docs/source/_static/custom.js
new file mode 100644
index 0000000..f9caf03
--- /dev/null
+++ b/docs/source/_static/custom.js
@@ -0,0 +1,8 @@
+document.addEventListener('DOMContentLoaded', function () {
+    document.querySelectorAll('.highlight pre').forEach(function (pre) {
+        pre.innerHTML = pre.innerHTML.replace(
+            /((?:^|\n|>))(ria)(?=[ \t]|<)/g,
+            '$1<span class="ria-cmd">$2</span>'
+        );
+    });
+});
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 0260f78..1a3b6d0 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -73,3 +73,6 @@ def setup(app):
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
 html_theme = 'sphinx_rtd_theme'
+html_static_path = ['_static']
+html_css_files = ['custom.css']
+html_js_files = ['custom.js']
diff --git a/docs/source/intro/getting_started.rst b/docs/source/intro/getting_started.rst
index 928e753..c2386ee 100644
--- a/docs/source/intro/getting_started.rst
+++ b/docs/source/intro/getting_started.rst
@@ -1,7 +1,1083 @@
-Getting Started
-===============
-
-.. todo::
-
-   Getting started instructions are coming soon! In the meantime, feel free
-   to explore the project documentation. Many components include usage examples.
+###############
+Getting Started
+###############
+
+This is a practical reference for the ``ria`` CLI from ``ria-toolkit-oss``.
+
+**Scope of this guide:**
+
+* Installation and setup
+* End-to-end CLI workflows
+* Full command reference for CLI features
+* Brief scripting section
+
+**Official resources:**
+
+* `Project README <https://riahub.ai/qoherent/ria-toolkit-oss>`_
+* `Documentation <https://ria-toolkit-oss.readthedocs.io/>`_
+* `PyPI package <https://pypi.org/project/ria-toolkit-oss/>`_
+* `RIA Hub Conda package <https://riahub.ai/qoherent/-/packages/conda/ria-toolkit-oss>`_
+
+.. contents:: Contents
+   :local:
+   :depth: 2
+   :backlinks: none
+
+
+1) Installation and Setup
+==========================
+
+1.1 Installation with Conda
+----------------------------
+
+RIA Toolkit OSS is available as a Conda package on RIA Hub. This is typically the easiest
+path when using SDR tooling that depends on native/system libraries.
+
+.. code-block:: bash
+
+   conda update --force conda
+   conda config --add channels https://riahub.ai/api/packages/qoherent/conda
+   conda activate base
+   conda install ria-toolkit-oss
+
+Verify:
+
+.. code-block:: bash
+
+   conda list | grep ria-toolkit-oss
+
+
+1.2 Installation with pip
+--------------------------
+
+Use pip unless you specifically need to edit toolkit source.
+
+.. code-block:: bash
+
+   python3 -m venv .venv
+   source .venv/bin/activate
+   pip install --upgrade pip
+   pip install ria-toolkit-oss
+
+Verify CLI entrypoint:
+
+.. code-block:: bash
+
+   ria --help
+
+``pyproject.toml`` defines two script entry points:
+
+* ``ria``
+* ``ria-tools``
+
+Both point to the same CLI module (``ria_toolkit_oss_cli.cli:cli``).
+
+
+1.3 Optional install from source
+----------------------------------
+
+Use this for local development or testing unreleased changes.
+
+.. code-block:: bash
+
+   git clone https://riahub.ai/qoherent/ria-toolkit-oss.git
+   cd ria-toolkit-oss
+   python3 -m venv .venv
+   source .venv/bin/activate
+   pip install -e .
+
+
+1.4 SDR driver prerequisites
+-----------------------------
+
+Toolkit package install does not install all system SDR drivers. Install vendor/runtime
+dependencies for the hardware you use.
+
+Examples (depends on device and OS):
+
+* USRP: UHD drivers
+* Pluto: libiio / IIO utilities
+* BladeRF: libbladeRF
+* HackRF: libhackrf
+* RTL-SDR: librtlsdr
+
+See repo docs under ``docs/source/sdr_guides/*`` and your OS package instructions.
+
+
+2) CLI Structure
+=================
+
+Top-level CLI follows this model:
+
+.. code-block:: bash
+
+   ria [GLOBAL_OPTS] <command> [ARGS] [OPTIONS]
+
+**Global:**
+
+* ``-v, --verbose`` (defined on root click group)
+
+**Top-level commands:**
+
+* ``discover``
+* ``init``
+* ``capture``
+* ``view``
+* ``annotate`` (group)
+* ``convert``
+* ``split``
+* ``combine``
+* ``generate`` (group)
+* ``transform`` (group)
+* ``transmit``
+* ``synth`` (alias of ``generate`` in command bindings)
+
+
+3) Quick End-to-End Workflow
+=============================
+
+3.1 Discover radios
+--------------------
+
+Run this first in any new environment to verify drivers and detect hardware before
+attempting RX/TX commands.
+
+.. code-block:: bash
+
+   ria discover
+   ria discover -v
+   ria discover --json-output
+
+
+3.2 Initialize local metadata defaults
+---------------------------------------
+
+Set reusable metadata once so generated/captured files automatically include consistent
+provenance fields.
+
+.. code-block:: bash
+
+   ria init
+   # or non-interactive
+   ria init --author "Jane Doe" --project "rf-campaign-1" --location "Lab-A"
+   # show config
+   ria init --show
+
+
+3.3 Capture IQ
+---------------
+
+Capture baseband data from a connected SDR into a reusable file format.
+
+.. code-block:: bash
+
+   ria capture -d pluto -f 2.44G -s 2e6 -n 500000 -o capture.sigmf-data
+
+
+3.4 Visualize and inspect
+--------------------------
+
+Render quick diagnostic plots to validate signal presence, quality, and rough structure.
+
+.. code-block:: bash
+
+   ria view capture.sigmf-data --type simple
+   ria view capture.sigmf-data --type full --show --no-save
+
+
+3.5 Auto-annotate and inspect annotations
+------------------------------------------
+
+Create initial labels automatically, then inspect annotation objects before downstream use.
+
+.. code-block:: bash
+
+   ria annotate energy capture.sigmf-data --label signal --threshold 1.2
+   ria annotate list capture.sigmf-data --verbose
+
+
+3.6 Convert and split
+----------------------
+
+Normalize file format and split large captures into manageable chunks for processing or
+training.
+
+.. code-block:: bash
+
+   ria convert capture.sigmf-data capture.npy
+   ria split capture.sigmf-data --split-every 100000 --output-dir chunks
+
+
+3.7 Apply transforms
+---------------------
+
+Augment or impair recordings to produce controlled variants.
+
+.. code-block:: bash
+
+   ria transform augment channel_swap capture.npy
+   ria transform impair add_awgn_to_signal capture.npy --params snr=10
+
+
+3.8 Transmit (TX-capable radios only)
+--------------------------------------
+
+Replay recorded or synthesized IQ through a transmit-capable SDR.
+
+.. code-block:: bash
+
+   ria transmit -d hackrf -f 2.44G -s 2e6 --input capture.sigmf-data
+   # or generated waveform
+   ria transmit -d hackrf --generate lfm --continuous
+
+
+4) Command Reference
+=====================
+
+4.1 ``discover``
+-----------------
+
+**Purpose:**
+
+* Probe available SDR drivers and enumerate attached hardware.
+* Confirm whether runtime libraries/drivers are installed and discoverable before
+  capture/transmit.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria discover [--verbose] [--json-output]
+
+**Options:**
+
+* ``-v, --verbose``: include per-driver probe details and import/init failures.
+* ``--json-output``: emit JSON (useful for automation and inventory scripts).
+
+**Behavior notes:**
+
+* ``discover`` checks multiple backends (USB and network paths, depending on driver support).
+* A device not appearing here usually means one of: missing system driver, permission issue,
+  USB/network connectivity issue.
+* Use ``--verbose`` first when troubleshooting; it surfaces driver-level failures that are
+  hidden in default output.
+
+
+4.2 ``init``
+-------------
+
+**Purpose:**
+
+* Create/manage user config file (defaults to ``~/.ria/config.yaml``, or
+  ``$XDG_CONFIG_HOME/ria/config.yaml``).
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria init [options]
+
+**Key options:**
+
+*Metadata defaults:*
+``--author``, ``--organization``, ``--project``, ``--location``, ``--testbed``,
+``--license``, ``--hw``, ``--dataset``
+
+*Actions:*
+``--show``, ``--reset``
+
+*Control:*
+``--config-path``, ``--interactive`` / ``--no-interactive``, ``-y`` / ``--yes``
+
+**What each option category does:**
+
+* Metadata defaults (``--author``, ``--project``, etc.): stored once and reused for later
+  recordings so files have consistent provenance.
+* SigMF-focused fields (``--license``, ``--hw``, ``--dataset``): populate metadata commonly
+  expected in shared datasets.
+* ``--show``: read-only inspect of the current resolved config.
+* ``--reset``: remove config and start clean.
+* ``--config-path``: use a non-default config location (useful for isolated environments or
+  CI).
+* ``--interactive`` / ``--no-interactive``: force prompts on or off regardless of terminal
+  auto-detection.
+* ``--yes``: suppress confirmation prompts for scripted runs.
+
+.. note::
+   Current command output includes a note that some config integration is still being
+   finalized. Config values are already consumed by multiple commands (capture, convert,
+   generate metadata, and YAML config loading paths).
+
+
+4.3 ``capture``
+----------------
+
+**Purpose:**
+
+* Record IQ samples from a supported SDR and save to ``sigmf``, ``npy``, ``wav``, or
+  ``blue``.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria capture [options]
+
+Device selection (``--device``) is optional if only one device is detected. Exactly one of
+``--num-samples`` or ``--duration`` is required.
+
+**Core options:**
+
+*Device/connection:*
+
+* ``-d, --device {pluto,hackrf,bladerf,usrp,rtlsdr,thinkrf}``
+* ``-i, --ident``
+* ``-c, --config <yaml>``
+
+*RF/capture:*
+
+* ``-s, --sample-rate``
+* ``-f, --center-frequency`` (supports values like ``915e6``, ``2.4G``)
+* ``-g, --gain``
+* ``-b, --bandwidth``
+* ``-n, --num-samples``
+* ``-t, --duration``
+
+*Output:*
+
+* ``-o, --output``
+* ``--output-dir``
+* ``--format {npy,sigmf,wav,blue}``
+* ``--save-image``
+
+*Metadata/logging:*
+
+* ``-m, --metadata KEY=VALUE`` (repeatable)
+* ``-v, --verbose``, ``-q, --quiet``
+
+**How options work in practice:**
+
+* ``--device`` + ``--ident``: select both device class and target instance; ``--ident``
+  takes serial/IP style selectors.
+* ``--config``: load a YAML option set, then override specific fields on the CLI as needed.
+* ``--num-samples`` vs ``--duration``: use exact sample count for deterministic datasets,
+  or time-based capture for quick acquisition.
+* ``--format``: ``sigmf`` is best for metadata/annotation workflows.
+* ``--save-image``: writes a quick visual summary alongside capture output.
+* ``--metadata KEY=VALUE``: injects run-specific metadata (campaign ID, antenna, scenario
+  tag, etc.).
+
+**Output behavior:**
+
+* If ``--output`` is omitted, a timestamped filename is generated automatically.
+* If ``--output-dir`` is omitted, captures default to ``recordings/``.
+* Format is inferred from the ``--output`` extension when no explicit ``--format`` is given.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria capture -d hackrf -s 2e6 -f 2.44G -n 1000000 -o rf.sigmf-data
+   ria capture -d pluto -f 915e6 -t 2 --format npy --output-dir recordings
+   ria capture -c capture_config.yaml
+
+
+4.4 ``view``
+-------------
+
+**Purpose:**
+
+* Generate visualizations from IQ files.
+* Quickly validate signal quality, occupancy, and annotation coverage without writing custom
+  plotting code.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria view <input> [options]
+
+``<input>`` accepts SigMF, NPY, WAV, and Blue files.
+
+**Mode** (``--type``):
+
+* ``simple``: fast-look plots for sanity checks and quick iteration.
+* ``full``: multi-panel diagnostic figure (IQ, time, frequency, metadata views).
+* ``annotations`` / ``annotation``: render annotation overlays.
+* ``channels``: channelized/segmented visualization.
+* ``annotate``: convenience path used in some annotation workflows.
+
+**Output/display options:**
+
+* ``--output``, ``--format {png,pdf,svg,jpg}``
+* ``--show``: open an interactive window (requires a GUI display environment).
+* ``--no-save``: suppress file output; only meaningful with ``--show``.
+* ``--overwrite``
+
+**Style options:**
+
+* ``--dpi``, ``--figsize WxH``, ``--title``
+* ``--light``: switch to a light theme (useful for reports/slides).
+
+**Loading options:**
+
+* ``--legacy``: force legacy NPY loading path for older datasets.
+* ``--config``
+
+**Mode-specific options:**
+
+*simple:* ``--fast``, ``--compact``, ``--horizontal``, ``--constellation``, ``--labels``,
+``--slice start:end[:step]``
+
+*full:* ``--plot-length``, ``--no-spectrogram``, ``--no-iq``, ``--no-frequency``,
+``--no-constellation``, ``--no-metadata``, ``--no-logo``, ``--spines``
+
+*annotations/channels:* ``--channel``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria view capture.sigmf-data --type simple
+   ria view capture.npy --type full --title "Test Capture" --format pdf
+   ria view capture.npy --show --no-save
+   ria view old.npy --legacy --type simple
+
+
+4.5 ``annotate`` group
+-----------------------
+
+**Purpose:**
+
+* Manual annotation management and auto-detection/separation.
+* Build or refine label metadata directly in recordings for downstream training, QA, and
+  filtering.
+
+**Command shape:**
+
+.. code-block:: bash
+
+   ria annotate <subcommand> ...
+
+**Subcommands:** ``list``, ``add``, ``remove``, ``clear``, ``energy``, ``cusum``,
+``threshold``, ``separate``
+
+**General behavior:**
+
+* SigMF is the preferred format for durable annotation metadata.
+* For non-SigMF input, many operations write a new output artifact unless overwrite behavior
+  is explicitly requested.
+* ``--type {standalone,parallel,intersection}`` controls annotation relation semantics.
+
+``ria annotate list``
+~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate list <input> [--verbose]
+
+Prints all annotations for a recording in index order. ``--verbose`` includes additional
+detail per record.
+
+``ria annotate add``
+~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate add <input> --start <int> --count <int> --label <text> [options]
+
+Adds one explicit annotation with sample-domain boundaries.
+
+* ``--start``: first sample index of the annotated region.
+* ``--count``: number of samples in the region.
+* ``--freq-lower``, ``--freq-upper``: optional spectral bounds in Hz.
+* ``--comment``, ``--type``, ``-o`` / ``--output``, ``--overwrite``, ``--quiet``
+
+``ria annotate remove``
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate remove <input> <index> [--output ...] [--overwrite] [--quiet]
+
+Removes exactly one annotation by list index. Run ``annotate list`` first to confirm the
+index.
+
+``ria annotate clear``
+~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate clear <input> [--force] [--overwrite] [--quiet]
+
+Removes all annotations from the recording. ``--force`` bypasses the confirmation prompt.
+
+``ria annotate energy``
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate energy <input> [options]
+
+Detects energetic regions above the estimated noise floor and writes them as annotations.
+
+* ``--label``
+* ``--threshold``: noise-floor multiplier; higher values reduce false positives but can miss
+  weak signals.
+* ``--segments``: number of segments used to estimate baseline noise.
+* ``--window-size``: smoothing size; larger windows stabilize detections at the cost of
+  sharp transition precision.
+* ``--min-distance``: minimum sample spacing between detections, preventing dense duplicate
+  regions.
+* ``--freq-method {nbw,obw,full-detected,full-bandwidth}``: how frequency bounds are assigned
+  to annotations.
+* ``--nfft``, ``--obw-power``
+* ``--type``, ``-o`` / ``--output``, ``--overwrite``, ``--quiet``
+
+``ria annotate cusum``
+~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate cusum <input> [options]
+
+Uses change-point detection (CUSUM-style logic) to find regime changes and annotate
+contiguous segments.
+
+* ``--label``
+* ``--min-duration`` (ms): prevents tiny over-segmented labels.
+* ``--window-size``
+* ``--tolerance``: merges nearby boundaries when set above default.
+* ``--type``, ``-o`` / ``--output``, ``--overwrite``, ``--quiet``
+
+``ria annotate threshold``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate threshold <input> --threshold <0.0..1.0> [options]
+
+Uses normalized magnitude thresholding to derive annotation spans. Use where a fixed
+amplitude threshold is sufficient.
+
+* ``--label``, ``--window-size``, ``--type``, ``-o`` / ``--output``, ``--overwrite``,
+  ``--quiet``
+
+``ria annotate separate``
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria annotate separate <input> [options]
+
+Decomposes selected annotations into narrower spectral components and emits refined
+annotations.
+
+* ``--indices "0,1,2"``: limit operation to specific annotations; omit to process all.
+* ``--nfft``: larger FFT improves frequency resolution but increases compute time.
+* ``--noise-threshold-db``: stabilizes detection across heterogeneous captures.
+* ``--min-component-bw``: rejects narrow fragments likely to be noise artifacts.
+* ``-o`` / ``--output``, ``--overwrite``, ``--quiet``, ``--verbose``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria annotate list capture.sigmf-data --verbose
+   ria annotate add capture.sigmf-data --start 10000 --count 5000 --label burst
+   ria annotate energy capture.sigmf-data --label signal --threshold 1.3
+   ria annotate cusum capture.sigmf-data --min-duration 5
+   ria annotate separate capture.sigmf-data --indices 0,1 --verbose
+
+
+4.6 ``convert``
+----------------
+
+**Purpose:**
+
+* Convert between ``sigmf``, ``npy``, ``wav``, and ``blue``.
+* Normalize datasets into the format required by downstream tooling or collaboration targets.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria convert <input> [output] [options]
+
+If ``output`` is omitted, ``--format`` must be provided. If both are given, format is
+inferred from the output file extension.
+
+**Options:**
+
+* ``--format {npy,sigmf,wav,blue}``
+* ``--output-dir``
+* ``--legacy``: use older NPY loader behavior for historical recordings.
+* ``--wav-sample-rate``: target sample rate for WAV export.
+* ``--wav-bits {16,32}``: output PCM depth; higher preserves more dynamic range.
+* ``--blue-format {CI,CF,CD}``: Bluefile complex sample representation.
+* ``--metadata KEY=VALUE`` (repeatable): add or override metadata during conversion;
+  especially useful when exporting to SigMF.
+* ``--overwrite``, ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria convert recording.sigmf-data output.npy
+   ria convert recording.npy --format sigmf
+   ria convert highrate.npy audio.wav --wav-sample-rate 48000
+   ria convert old.npy --format sigmf --legacy --overwrite
+
+
+4.7 ``split``
+--------------
+
+**Purpose:**
+
+* Split, trim, or extract recordings.
+* Create manageable dataset shards or extract windows of interest without custom scripts.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria split <input> [operation] [options]
+
+Choose exactly one operation per invocation:
+
+* ``--split-at <sample>``: binary split at a specific sample index.
+* ``--split-every <N>``: fixed-size chunking for ML pipelines.
+* ``--split-duration <seconds>``: time-based chunking.
+* ``--trim`` (with ``--start`` + ``--length`` or ``--end``): extract one sub-window.
+* ``--extract-annotations``: write each annotated region as a standalone file.
+
+**Trim controls:** ``--start``, ``--length``, ``--end``
+
+**Annotation extraction filters:** ``--annotation-label``, ``--annotation-index``
+
+**Output controls:**
+``--output-dir``, ``--output-prefix``, ``--output-format {npy,sigmf,wav,blue}``,
+``--overwrite``, ``--legacy``, ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria split recording.sigmf-data --split-at 500000 --output-dir out
+   ria split recording.sigmf-data --split-every 100000 --output-dir chunks
+   ria split recording.sigmf-data --split-duration 1.0 --output-dir chunks
+   ria split recording.npy --trim --start 1000 --length 5000 --output-dir trimmed
+   ria split annotated.sigmf-data --extract-annotations --annotation-label payload
+
+
+4.8 ``combine``
+----------------
+
+**Purpose:**
+
+* Merge multiple recordings by concatenation or sample-wise addition.
+* Assemble multi-part captures or synthesize mixtures for testing and model training.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria combine <input1> <input2> [input3 ...] <output> [options]
+
+**Options:**
+
+* ``--mode {concat,add}``
+* ``--align-mode {error,truncate,pad,pad-start,pad-center,pad-end,repeat,repeat-spaced}``
+* ``--pad-start-sample``, ``--repeat-spacing``
+* ``--normalize``: rescale combined output to avoid clipping/saturation after addition.
+* ``--output-format {sigmf,npy,wav,blue}``
+* ``--overwrite``, ``--metadata KEY=VALUE`` (repeatable)
+* ``--legacy``, ``--verbose``, ``--quiet``
+
+**Mode semantics:**
+
+* ``concat``: append inputs sequentially in time.
+* ``add``: sample-wise summation — all inputs must be aligned to the same length.
+
+**Alignment options for** ``--mode add``:
+
+* ``error``: fail if lengths differ.
+* ``truncate``: cut all to shortest length.
+* ``pad``, ``pad-start``, ``pad-center``, ``pad-end``: zero-pad shorter streams.
+* ``repeat``: tile shorter streams to match longest.
+* ``repeat-spaced``: repeated placement with spacing via ``--repeat-spacing``.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria combine a.npy b.npy c.npy merged.npy
+   ria combine signal.npy noise.npy noisy.npy --mode add
+   ria combine long.npy short.npy out.npy --mode add --align-mode pad-center
+   ria combine signal.npy pattern.npy out.npy --mode add --align-mode repeat-spaced --repeat-spacing 10000
+
+
+4.9 ``generate`` group (and ``synth`` alias)
+---------------------------------------------
+
+**Purpose:**
+
+* Generate synthetic IQ signals and save in ``npy``, ``sigmf``, ``wav``, or ``blue``.
+* Create known-reference waveforms and synthetic datasets for validation, demos, and ML
+  data generation.
+
+``ria synth ...`` is an alias for ``ria generate ...``.
+
+**Shape:**
+
+.. code-block:: bash
+
+   ria generate <subcommand> [subcommand options] [common options]
+
+**Available subcommands:**
+``tone``, ``noise``, ``chirp``, ``square``, ``sawtooth``, ``qam``, ``apsk``, ``pam``,
+``fsk``, ``ook``, ``oqpsk``, ``gmsk``, ``psk``
+
+**Common options shared across all generators:**
+
+* ``-s, --sample-rate`` (required)
+* ``-n, --num-samples`` or ``-t, --duration``
+* ``--frequency-shift``, ``-fc`` / ``--center-frequency``
+* ``--add-noise``, ``--noise-power``, ``--path-gain``
+* ``-o, --output`` (required), ``-F`` / ``--format {npy,sigmf,wav,blue}``
+* ``--multipath-paths``, ``--multipath-max-delay``
+* ``--iq-amp-imbalance``, ``--iq-phase-imbalance``, ``--iq-dc-offset``
+* ``--config <yaml>``
+* ``-w`` / ``--overwrite``, ``-m`` / ``--metadata KEY=VALUE`` (repeatable)
+* ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+``--frequency-shift`` and ``--center-frequency`` let you separate the baseband shape from
+RF metadata context. ``--add-noise`` and ``--noise-power`` apply post-generation noise.
+Multipath and IQ imbalance flags apply impairment-style post-processing during generation.
+
+``tone``
+~~~~~~~~~
+
+Options: ``--frequency``, ``--amplitude``, ``--phase``
+
+Clean sinusoidal calibration/reference source.
+
+``noise``
+~~~~~~~~~~
+
+Options: ``--noise-type {gaussian,uniform}``, ``--power``
+
+Baseline noise floor data or controlled additive-noise synthesis.
+
+``chirp``
+~~~~~~~~~~
+
+Options: ``--bandwidth`` (required), ``--period`` (required), ``--type {up,down,up_down}``
+
+Sweep-based radar/sonar-style signals and bandwidth occupancy tests.
+
+``square``
+~~~~~~~~~~~
+
+Options: ``--frequency``, ``--amplitude``, ``--duty-cycle``, ``--phase``
+
+``sawtooth``
+~~~~~~~~~~~~~
+
+Options: ``--frequency``, ``--amplitude``, ``--phase``
+
+Digital modulation families: ``qam``, ``apsk``, ``pam``, ``psk``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+* ``--symbols``, ``--order``
+* ``--symbol-rate``
+* ``--filter {rrc,rc,gaussian,none}``, ``--filter-span``, ``--filter-beta``
+* ``--message-source {random,file,string}``, ``--message-content``
+
+Use ``--message-source random`` for synthetic datasets, ``file`` for deterministic replay,
+or ``string`` for small human-readable payload testing. Pulse-shaping filter options
+(``--filter``, ``--filter-span``, ``--filter-beta``) control spectral occupancy and ISI.
+
+``fsk``
+~~~~~~~~
+
+Options: ``--symbols``, ``--order``, ``--symbol-rate``, ``--freq-spacing``,
+``--modulation-index``, ``--message-source``, ``--message-content``
+
+``--freq-spacing`` and ``--modulation-index`` drive tone separation and spectral profile.
+
+``ook``, ``oqpsk``, ``gmsk``
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Options: ``--symbol-rate`` (required), ``--message-source {random,file,string}``,
+``--message-content``; ``gmsk`` also accepts ``--bt``
+
+``gmsk --bt`` sets the Gaussian filter bandwidth-time product (spectral compactness vs
+symbol transition sharpness).
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria generate tone -s 2e6 -n 500000 --frequency 50e3 -o tone.sigmf-data
+   ria generate noise -s 2e6 -n 500000 --noise-type gaussian --power 0.05 -o noise.npy
+   ria generate chirp -s 5e6 -t 0.5 --bandwidth 2e6 --period 0.01 --type up -o chirp.sigmf-data
+   ria generate qam -s 2e6 -r 100e3 -M 16 -N 5000 --message-source random -o qam16.npy
+   ria synth psk -s 2e6 -r 100e3 -M 8 -N 8000 -o psk8.npy
+
+
+4.10 ``transform`` group
+-------------------------
+
+**Purpose:**
+
+* Apply algorithmic transforms to existing recordings.
+* Run reusable augmentations/impairments for dataset diversity and robustness testing.
+
+**Shape:**
+
+.. code-block:: bash
+
+   ria transform <augment|impair|custom> ...
+
+``augment``
+~~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria transform augment [augmentation] [input] [output] [options]
+
+Applies transforms from ``iq_augmentations`` (dataset-expansion style modifications).
+
+Options: ``--list``, ``--help-transform``, ``--params KEY=VALUE`` (repeatable), ``--view``,
+``--overwrite``, ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+``impair``
+~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria transform impair [impairment] [input] [output] [options]
+
+Applies transforms from ``iq_impairments`` (noise, distortion, and channel degradation
+effects). Same options as ``augment``.
+
+``custom``
+~~~~~~~~~~~
+
+.. code-block:: bash
+
+   ria transform custom [transform_name] [input] [output] --transform-dir <dir> [options]
+
+Dynamically loads public functions from Python files in ``--transform-dir`` and exposes them
+as callable transforms.
+
+Options: ``--transform-dir`` (required), ``--list``, ``--help-transform``,
+``--params KEY=VALUE`` (repeatable), ``--view``, ``--overwrite``, ``-v`` / ``--verbose``,
+``-q`` / ``--quiet``
+
+``--params`` values must be ``KEY=VALUE``; types are inferred as int, float, or string.
+Use ``--list`` to enumerate available transform names, and ``--help-transform <name>`` to
+inspect parameter hints. ``--view`` writes a PNG preview alongside transform output.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria transform augment --list
+   ria transform augment channel_swap in.npy out.npy
+   ria transform augment drop_samples in.npy --params max_section_size=5 --view
+
+   ria transform impair --list
+   ria transform impair add_awgn_to_signal in.npy out.npy --params snr=10
+
+   ria transform custom --transform-dir ./my_transforms --list
+   ria transform custom my_filter in.npy out.npy --transform-dir ./my_transforms --params cutoff=0.2
+
+
+4.11 ``transmit``
+------------------
+
+**Purpose:**
+
+* Transmit IQ via a TX-capable SDR (``pluto``, ``hackrf``, ``bladerf``, ``usrp``).
+* Support playback of captured/generated waveforms for over-the-air or wired-loop test
+  scenarios.
+
+**Usage:**
+
+.. code-block:: bash
+
+   ria transmit [options]
+
+**Input source (choose one):**
+
+* ``--input <file>``: transmit an existing recording.
+* ``--generate {lfm,chirp,sine,pulse}``: synthesize a transmit signal on the fly.
+* If neither is specified, the command defaults to a generated LFM waveform.
+
+**Core options:**
+
+*Device/radio:* ``-d`` / ``--device {pluto,hackrf,bladerf,usrp}``, ``-i`` / ``--ident``,
+``-c`` / ``--config``
+
+*RF:* ``-s`` / ``--sample-rate``, ``-f`` / ``--center-frequency``, ``-g`` / ``--gain``,
+``-b`` / ``--bandwidth``
+
+*Input/gen:* ``--input``, ``--legacy``, ``--generate {lfm,chirp,sine,pulse}``
+
+*TX control:*
+
+* ``-r, --repeat``
+* ``--continuous``: transmit until interrupted (``Ctrl+C``).
+* ``--tx-delay``: pause between repeats when ``--repeat`` is used.
+* ``-y, --yes``: skip confirmation prompts; use carefully in scripted environments.
+
+*Logging:* ``-v`` / ``--verbose``, ``-q`` / ``--quiet``
+
+.. warning::
+   ``--continuous`` transmits until manually interrupted. Validate gain settings, antenna
+   configuration, and regulatory compliance before use.
+
+**Examples:**
+
+.. code-block:: bash
+
+   ria transmit -d pluto -f 915e6 -s 2e6 --input capture.sigmf-data
+   ria transmit -d hackrf --generate lfm -f 2.44G --continuous
+   ria transmit -d usrp --input msg.npy -r 3 --tx-delay 0.5
+
+
+5) YAML Config Patterns
+========================
+
+Several commands accept ``--config <file.yaml>`` for parameter loading. CLI flags generally
+override values loaded from ``--config``.
+
+Keep one stable baseline YAML per workflow (capture, generate, transmit), then override only
+experiment-specific fields on the CLI.
+
+**Capture config example:**
+
+.. code-block:: yaml
+
+   device: pluto
+   ident: 192.168.2.1
+   sample_rate: 2000000
+   center_frequency: 2.44G
+   gain: 20
+   bandwidth: 2000000
+   num_samples: 500000
+   format: sigmf
+   output: run1.sigmf-data
+   metadata:
+     campaign: lab_eval
+     antenna: dipole
+
+.. code-block:: bash
+
+   ria capture -c capture.yaml
+
+**Generate config example:**
+
+.. code-block:: yaml
+
+   sample_rate: 2000000
+   num_samples: 200000
+   format: npy
+   output: synth.npy
+   noise_power: 0.02
+
+.. code-block:: bash
+
+   ria generate noise --config generate.yaml
+
+
+6) Practical Tips and Safety
+=============================
+
+* Use ``ria discover`` before capture/transmit sessions.
+* Keep TX gain conservative first; validate with attenuators/dummy loads when needed.
+* Prefer SigMF for interoperable metadata and annotations.
+* For long workflows, keep outputs organized by campaign directories and consistent prefixes.
+* Use ``--verbose`` when debugging device init or driver issues.
+
+
+7) Version Notes
+=================
+
+These notes are based on the current implementation and should be re-validated against future
+releases.
+
+1. Some command docstrings and examples still mention ``utils`` or ``ria_toolkit_oss``
+   command prefixes in text blocks. The operational command is ``ria ...``.
+2. Command bindings currently import ``viewe`` instead of ``view`` in
+   ``src/ria_toolkit_oss_cli/ria_toolkit_oss/commands.py``.
+3. Multiple non-CLI modules still import ``utils.*``, which can create runtime dependency
+   coupling when using only ``ria-toolkit-oss`` in isolation.
+
+If you observe unexpected import errors after install, check the package version and
+changelog, then test ``ria --help`` in a clean virtual environment.
+
+
+8) Brief Scripting (Python) Preview
+=====================================
+
+For quick non-CLI use:
+
+.. code-block:: python
+
+   from ria_toolkit_oss.datatypes import Recording
+   from ria_toolkit_oss.io import load_recording, to_sigmf
+   from ria_toolkit_oss.transforms import iq_augmentations, iq_impairments
+
+   rec = load_recording("capture.sigmf-data")
+   aug = iq_augmentations.channel_swap(rec)
+   imp = iq_impairments.add_awgn_to_signal(aug, snr=10)
+   to_sigmf(imp, filename="capture_awgn", path=".")
+
+You can also call annotation algorithms and block-generator primitives from Python directly.
+
+
+9) Cheat Sheet
+===============
+
+.. code-block:: bash
+
+   # Install
+   pip install ria-toolkit-oss
+
+   # Discover
+   ria discover -v
+
+   # Init defaults
+   ria init --author "Jane" --project "rf1" --location "Lab-A"
+
+   # Capture
+   ria capture -d pluto -f 2.44G -s 2e6 -n 1000000 -o cap.sigmf-data
+
+   # View
+   ria view cap.sigmf-data --type simple
+
+   # Annotate
+   ria annotate energy cap.sigmf-data --threshold 1.2
+   ria annotate list cap.sigmf-data --verbose
+
+   # Convert
+   ria convert cap.sigmf-data cap.npy
+
+   # Split
+   ria split cap.sigmf-data --split-every 100000 --output-dir chunks
+
+   # Combine
+   ria combine chunks/a.npy chunks/b.npy merged.npy
+
+   # Generate
+   ria generate qam -s 2e6 -r 100e3 -M 16 -N 5000 -o qam16.npy
+
+   # Transform
+   ria transform augment channel_swap cap.npy
+   ria transform impair add_awgn_to_signal cap.npy --params snr=10
+
+   # Transmit
+   ria transmit -d hackrf --input cap.sigmf-data -f 2.44G -s 2e6

From ae07eef8850190d90dedc0cd6b2508ffb918fc65 Mon Sep 17 00:00:00 2001
From: ben <ben@qoherent.ai>
Date: Mon, 20 Apr 2026 13:33:00 -0400
Subject: [PATCH 6/8] Regenerate poetry.lock to sync with pyproject.toml
 paramiko addition

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
---
 poetry.lock | 233 +++++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 229 insertions(+), 4 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index f8df5ee..c86843e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -98,6 +98,83 @@ files = [
 [package.extras]
 dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
 
+[[package]]
+name = "bcrypt"
+version = "5.0.0"
+description = "Modern password hashing for your software and your servers"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
 [[package]]
 name = "black"
 version = "26.3.1"
@@ -182,7 +259,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "implementation_name == \"pypy\""
+markers = "implementation_name == \"pypy\" or platform_python_implementation != \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
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@@ -611,6 +688,79 @@ mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.17.0)", "
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
+[[package]]
+name = "cryptography"
+version = "46.0.7"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+optional = false
+python-versions = "!=3.9.0,!=3.9.1,>=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
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+typing-extensions = {version = ">=4.13.2", markers = "python_full_version < \"3.11.0\""}
+
+[package.extras]
+docs = ["sphinx (>=5.3.0)", "sphinx-inline-tabs", "sphinx-rtd-theme (>=3.0.0)"]
+docstest = ["pyenchant (>=3)", "readme-renderer (>=30.0)", "sphinxcontrib-spelling (>=7.3.1)"]
+nox = ["nox[uv] (>=2024.4.15)"]
+pep8test = ["check-sdist", "click (>=8.0.1)", "mypy (>=1.14)", "ruff (>=0.11.11)"]
+sdist = ["build (>=1.0.0)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["certifi (>=2024)", "cryptography-vectors (==46.0.7)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+test-randomorder = ["pytest-randomly"]
+
 [[package]]
 name = "cycler"
 version = "0.12.1"
@@ -1061,6 +1211,18 @@ files = [
     {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
 ]
 
+[[package]]
+name = "invoke"
+version = "3.0.3"
+description = "Pythonic task execution"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "invoke-3.0.3-py3-none-any.whl", hash = "sha256:f11327165e5cbb89b2ad1d88d3292b5113332c43b8553b494da435d6ec6f5053"},
+    {file = "invoke-3.0.3.tar.gz", hash = "sha256:437b6a622223824380bfb4e64f612711a6b648c795f565efc8625af66fb57f0c"},
+]
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -1746,6 +1908,27 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "paramiko"
+version = "4.0.0"
+description = "SSH2 protocol library"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+bcrypt = ">=3.2"
+cryptography = ">=3.3"
+invoke = ">=2.0"
+pynacl = ">=1.5"
+
+[package.extras]
+gssapi = ["gssapi (>=1.4.1) ; platform_system != \"Windows\"", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8) ; platform_system == \"Windows\""]
+
 [[package]]
 name = "pathspec"
 version = "1.0.4"
@@ -1962,7 +2145,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "implementation_name == \"pypy\""
+markers = "(implementation_name == \"pypy\" or platform_python_implementation != \"PyPy\") and implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
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@@ -2180,6 +2363,48 @@ tomlkit = ">=0.10.1"
 spelling = ["pyenchant (>=3.2,<4.0)"]
 testutils = ["gitpython (>3)"]
 
+[[package]]
+name = "pynacl"
+version = "1.6.2"
+description = "Python binding to the Networking and Cryptography (NaCl) library"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "pynacl-1.6.2-cp38-abi3-win_amd64.whl", hash = "sha256:62985f233210dee6548c223301b6c25440852e13d59a8b81490203c3227c5ba0"},
+    {file = "pynacl-1.6.2-cp38-abi3-win_arm64.whl", hash = "sha256:834a43af110f743a754448463e8fd61259cd4ab5bbedcf70f9dabad1d28a394c"},
+    {file = "pynacl-1.6.2.tar.gz", hash = "sha256:018494d6d696ae03c7e656e5e74cdfd8ea1326962cc401bcf018f1ed8436811c"},
+]
+
+[package.dependencies]
+cffi = {version = ">=2.0.0", markers = "platform_python_implementation != \"PyPy\" and python_version >= \"3.9\""}
+
+[package.extras]
+docs = ["sphinx (<7)", "sphinx_rtd_theme"]
+tests = ["hypothesis (>=3.27.0)", "pytest (>=7.4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
+
 [[package]]
 name = "pyparsing"
 version = "3.3.2"
@@ -3535,4 +3760,4 @@ files = [
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10"
-content-hash = "b1e5ddd7284aecf49624e51740b7a4c31bc8d0e703c255126ba5d9b2a4a0e519"
+content-hash = "1f3e922366bf38e42d8c7b839519e921ff9b3ffcb6d46dd5ebf1f59607ccf91c"

From ab4cb0ea5ac845a5618e01ee0b05e2da2197421c Mon Sep 17 00:00:00 2001
From: ben <ben@qoherent.ai>
Date: Mon, 20 Apr 2026 13:56:18 -0400
Subject: [PATCH 7/8] Remove poetry.toml system-site-packages workaround;
 regenerate lock file

system-site-packages = true caused poetry install to fail in CI due to
conflicting system packages. Lock file regenerated without that constraint.
---
 poetry.toml | 2 --
 1 file changed, 2 deletions(-)
 delete mode 100644 poetry.toml

diff --git a/poetry.toml b/poetry.toml
deleted file mode 100644
index 25758d2..0000000
--- a/poetry.toml
+++ /dev/null
@@ -1,2 +0,0 @@
-[virtualenvs.options]
-system-site-packages = true

From 1fa9ab24958ed01f1c8968321d709b0843f6b6c0 Mon Sep 17 00:00:00 2001
From: ben <ben@qoherent.ai>
Date: Mon, 20 Apr 2026 14:18:04 -0400
Subject: [PATCH 8/8] Fix onnxruntime Python 3.10 incompatibility and hackrf
 test import failure

- Restrict onnxruntime to Python >=3.11 (1.24.3+ dropped cp310 wheels)
- Fix hackrf tests to mock sys.modules instead of using patch(), which
  triggered a CDLL import of libhackrf.so.0 at module load time in CI

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
---
 poetry.lock                                   | 58 ++++---------------
 pyproject.toml                                |  4 +-
 .../remote_control/test_remote_transmitter.py |  8 ++-
 3 files changed, 19 insertions(+), 51 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index c86843e..6794f90 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -908,6 +908,7 @@ description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
 groups = ["server", "test"]
+markers = "python_version >= \"3.11\""
 files = [
     {file = "flatbuffers-25.12.19-py2.py3-none-any.whl", hash = "sha256:7634f50c427838bb021c2d66a3d1168e9d199b0607e6329399f04846d42e20b4"},
 ]
@@ -1617,6 +1618,7 @@ description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
 groups = ["server", "test"]
+markers = "python_version >= \"3.11\""
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -1711,48 +1713,7 @@ files = [
     {file = "numpy-1.26.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0"},
     {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
 ]
-
-[[package]]
-name = "onnxruntime"
-version = "1.24.3"
-description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
-optional = false
-python-versions = ">=3.10"
-groups = ["server", "test"]
-markers = "python_version == \"3.10\""
-files = [
-    {file = "onnxruntime-1.24.3-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3e6456801c66b095c5cd68e690ca25db970ea5202bd0c5b84a2c3ef7731c5a3c"},
-    {file = "onnxruntime-1.24.3-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8b2ebc54c6d8281dccff78d4b06e47d4cf07535937584ab759448390a70f4978"},
-    {file = "onnxruntime-1.24.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fb56575d7794bf0781156955610c9e651c9504c64d42ec880784b6106244882d"},
-    {file = "onnxruntime-1.24.3-cp311-cp311-win_amd64.whl", hash = "sha256:c958222ef9eff54018332beecd32d5d94a3ab079d8821937b333811bf4da0d39"},
-    {file = "onnxruntime-1.24.3-cp311-cp311-win_arm64.whl", hash = "sha256:a8f761857ebaf58a85b9e42422d03207f1d39e6bb8fecfdbf613bac5b9710723"},
-    {file = "onnxruntime-1.24.3-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:0d244227dc5e00a9ae15a7ac1eba4c4460d7876dfecafe73fb00db9f1d914d91"},
-    {file = "onnxruntime-1.24.3-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0a9847b870b6cb462652b547bc98c49e0efb67553410a082fde1918a38707452"},
-    {file = "onnxruntime-1.24.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b354afce3333f2859c7e8706d84b6c552beac39233bcd3141ce7ab77b4cabb5d"},
-    {file = "onnxruntime-1.24.3-cp312-cp312-win_amd64.whl", hash = "sha256:44ea708c34965439170d811267c51281d3897ecfc4aa0087fa25d4a4c3eb2e4a"},
-    {file = "onnxruntime-1.24.3-cp312-cp312-win_arm64.whl", hash = "sha256:48d1092b44ca2ba6f9543892e7c422c15a568481403c10440945685faf27a8d8"},
-    {file = "onnxruntime-1.24.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:34a0ea5ff191d8420d9c1332355644148b1bf1a0d10c411af890a63a9f662aa7"},
-    {file = "onnxruntime-1.24.3-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1fd2ec7bb0fabe42f55e8337cfc9b1969d0d14622711aac73d69b4bd5abb5ed7"},
-    {file = "onnxruntime-1.24.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:df8e70e732fe26346faaeec9147fa38bef35d232d2495d27e93dd221a2d473a9"},
-    {file = "onnxruntime-1.24.3-cp313-cp313-win_amd64.whl", hash = "sha256:2d3706719be6ad41d38a2250998b1d87758a20f6ea4546962e21dc79f1f1fd2b"},
-    {file = "onnxruntime-1.24.3-cp313-cp313-win_arm64.whl", hash = "sha256:b082f3ba9519f0a1a1e754556bc7e635c7526ef81b98b3f78da4455d25f0437b"},
-    {file = "onnxruntime-1.24.3-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72f956634bc2e4bd2e8b006bef111849bd42c42dea37bd0a4c728404fdaf4d34"},
-    {file = "onnxruntime-1.24.3-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:78d1f25eed4ab9959db70a626ed50ee24cf497e60774f59f1207ac8556399c4d"},
-    {file = "onnxruntime-1.24.3-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:a6b4bce87d96f78f0a9bf5cefab3303ae95d558c5bfea53d0bf7f9ea207880a8"},
-    {file = "onnxruntime-1.24.3-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d48f36c87b25ab3b2b4c88826c96cf1399a5631e3c2c03cc27d6a1e5d6b18eb4"},
-    {file = "onnxruntime-1.24.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e104d33a409bf6e3f30f0e8198ec2aaf8d445b8395490a80f6e6ad56da98e400"},
-    {file = "onnxruntime-1.24.3-cp314-cp314-win_amd64.whl", hash = "sha256:e785d73fbd17421c2513b0bb09eb25d88fa22c8c10c3f5d6060589efa5537c5b"},
-    {file = "onnxruntime-1.24.3-cp314-cp314-win_arm64.whl", hash = "sha256:951e897a275f897a05ffbcaa615d98777882decaeb80c9216c68cdc62f849f53"},
-    {file = "onnxruntime-1.24.3-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4d4e70ce578aa214c74c7a7a9226bc8e229814db4a5b2d097333b81279ecde36"},
-    {file = "onnxruntime-1.24.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:02aaf6ddfa784523b6873b4176a79d508e599efe12ab0ea1a3a6e7314408b7aa"},
-]
-
-[package.dependencies]
-flatbuffers = "*"
-numpy = ">=1.21.6"
-packaging = "*"
-protobuf = "*"
-sympy = "*"
+markers = {server = "python_version >= \"3.11\"", test = "python_version >= \"3.11\""}
 
 [[package]]
 name = "onnxruntime"
@@ -1807,6 +1768,7 @@ files = [
     {file = "packaging-26.1-py3-none-any.whl", hash = "sha256:5d9c0669c6285e491e0ced2eee587eaf67b670d94a19e94e3984a481aba6802f"},
     {file = "packaging-26.1.tar.gz", hash = "sha256:f042152b681c4bfac5cae2742a55e103d27ab2ec0f3d88037136b6bfe7c9c5de"},
 ]
+markers = {server = "python_version >= \"3.11\""}
 
 [[package]]
 name = "pandas"
@@ -1875,9 +1837,9 @@ files = [
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -2115,6 +2077,7 @@ description = ""
 optional = false
 python-versions = ">=3.10"
 groups = ["server", "test"]
+markers = "python_version >= \"3.11\""
 files = [
     {file = "protobuf-7.34.1-cp310-abi3-macosx_10_9_universal2.whl", hash = "sha256:d8b2cc79c4d8f62b293ad9b11ec3aebce9af481fa73e64556969f7345ebf9fc7"},
     {file = "protobuf-7.34.1-cp310-abi3-manylinux2014_aarch64.whl", hash = "sha256:5185e0e948d07abe94bb76ec9b8416b604cfe5da6f871d67aad30cbf24c3110b"},
@@ -2145,7 +2108,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "(implementation_name == \"pypy\" or platform_python_implementation != \"PyPy\") and implementation_name != \"PyPy\""
+markers = "(platform_python_implementation != \"PyPy\" or implementation_name == \"pypy\") and implementation_name != \"PyPy\""
 files = [
     {file = "pycparser-3.0-py3-none-any.whl", hash = "sha256:b727414169a36b7d524c1c3e31839a521725078d7b2ff038656844266160a992"},
     {file = "pycparser-3.0.tar.gz", hash = "sha256:600f49d217304a5902ac3c37e1281c9fe94e4d0489de643a9504c5cdfdfc6b29"},
@@ -2349,9 +2312,9 @@ files = [
 astroid = ">=3.3.8,<=3.4.0.dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
-    {version = ">=0.2", markers = "python_version < \"3.11\""},
     {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
     {version = ">=0.3.6", markers = "python_version == \"3.11\""},
+    {version = ">=0.2", markers = "python_version < \"3.11\""},
 ]
 isort = ">=4.2.5,<5.13 || >5.13,<7"
 mccabe = ">=0.6,<0.8"
@@ -3273,6 +3236,7 @@ description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["server", "test"]
+markers = "python_version >= \"3.11\""
 files = [
     {file = "sympy-1.14.0-py3-none-any.whl", hash = "sha256:e091cc3e99d2141a0ba2847328f5479b05d94a6635cb96148ccb3f34671bd8f5"},
     {file = "sympy-1.14.0.tar.gz", hash = "sha256:d3d3fe8df1e5a0b42f0e7bdf50541697dbe7d23746e894990c030e2b05e72517"},
@@ -3406,7 +3370,7 @@ files = [
     {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
     {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
-markers = {main = "python_version <= \"3.12\"", dev = "python_version == \"3.10\"", docs = "python_version <= \"3.12\""}
+markers = {main = "python_version < \"3.13\"", dev = "python_version == \"3.10\"", docs = "python_version < \"3.13\""}
 
 [[package]]
 name = "typing-inspection"
@@ -3760,4 +3724,4 @@ files = [
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10"
-content-hash = "1f3e922366bf38e42d8c7b839519e921ff9b3ffcb6d46dd5ebf1f59607ccf91c"
+content-hash = "720436f5f3d6651c298cf9fdc2f15ba40dcda6a70b09ba6aefa39ae119ba8ee0"
diff --git a/pyproject.toml b/pyproject.toml
index fea1ee5..095f647 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -88,7 +88,7 @@ pytest = "^8.0.0"
 tox = "^4.19.0"
 fastapi = ">=0.111,<1.0"
 uvicorn = {version = ">=0.29,<1.0", extras = ["standard"]}
-onnxruntime = ">=1.17,<2.0"
+onnxruntime = {version = ">=1.17,<2.0", python = ">=3.11"}
 httpx = ">=0.27,<1.0"
 
 [tool.poetry.group.docs.dependencies]
@@ -122,7 +122,7 @@ ria-agent = "ria_toolkit_oss.agent:main"
 [tool.poetry.group.server.dependencies]
 fastapi = ">=0.111,<1.0"
 uvicorn = {version = ">=0.29,<1.0", extras = ["standard"]}
-onnxruntime = ">=1.17,<2.0"
+onnxruntime = {version = ">=1.17,<2.0", python = ">=3.11"}
 
 [tool.black]
 line-length = 119
diff --git a/tests/remote_control/test_remote_transmitter.py b/tests/remote_control/test_remote_transmitter.py
index e6a0940..f7ec055 100644
--- a/tests/remote_control/test_remote_transmitter.py
+++ b/tests/remote_control/test_remote_transmitter.py
@@ -62,14 +62,18 @@ class TestSetRadio:
     def test_hackrf_alias(self):
         tx = RemoteTransmitter()
         mock_sdr = _make_mock_sdr()
-        with patch("ria_toolkit_oss.sdr.hackrf.HackRF", return_value=mock_sdr):
+        mock_module = MagicMock()
+        mock_module.HackRF = MagicMock(return_value=mock_sdr)
+        with patch.dict("sys.modules", {"ria_toolkit_oss.sdr.hackrf": mock_module}):
             tx.set_radio("hackrf", "")
         assert tx._sdr is mock_sdr
 
     def test_hackrf_one_alias(self):
         tx = RemoteTransmitter()
         mock_sdr = _make_mock_sdr()
-        with patch("ria_toolkit_oss.sdr.hackrf.HackRF", return_value=mock_sdr):
+        mock_module = MagicMock()
+        mock_module.HackRF = MagicMock(return_value=mock_sdr)
+        with patch.dict("sys.modules", {"ria_toolkit_oss.sdr.hackrf": mock_module}):
             tx.set_radio("hackrf_one", "")
         assert tx._sdr is mock_sdr