diff --git a/.env.example b/.env.example
index 3bc855514..bbebef85a 100644
--- a/.env.example
+++ b/.env.example
@@ -21,3 +21,8 @@ FINANCIAL_DATASETS_API_KEY=your-financial-datasets-api-key
 # For running LLMs hosted by openai (gpt-4o, gpt-4o-mini, etc.)
 # Get your OpenAI API key from https://platform.openai.com/
 OPENAI_API_KEY=your-openai-api-key
+
+# Alpaca (required)
+ALPACA_API_KEY=your-alpaca-api-key
+ALPACA_SECRET_KEY=your-alpaca-secret-key
+ALPACA_PAPER=true  # Set to false for live trading
diff --git a/poetry.lock b/poetry.lock
index 151478058..891b3a263 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -6,6 +6,7 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -17,6 +18,7 @@ version = "3.11.18"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiohttp-3.11.18-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:96264854fedbea933a9ca4b7e0c745728f01380691687b7365d18d9e977179c4"},
     {file = "aiohttp-3.11.18-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9602044ff047043430452bc3a2089743fa85da829e6fc9ee0025351d66c332b6"},
@@ -111,7 +113,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -119,6 +121,7 @@ version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
     {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -133,6 +136,7 @@ version = "1.15.2"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "alembic-1.15.2-py3-none-any.whl", hash = "sha256:2e76bd916d547f6900ec4bb5a90aeac1485d2c92536923d0b138c02b126edc53"},
     {file = "alembic-1.15.2.tar.gz", hash = "sha256:1c72391bbdeffccfe317eefba686cb9a3c078005478885413b95c3b26c57a8a7"},
@@ -146,12 +150,33 @@ typing-extensions = ">=4.12"
 [package.extras]
 tz = ["tzdata"]
 
+[[package]]
+name = "alpaca-py"
+version = "0.40.2"
+description = "The Official Python SDK for Alpaca APIs"
+optional = false
+python-versions = "<4.0.0,>=3.8.0"
+groups = ["main"]
+files = [
+    {file = "alpaca_py-0.40.2-py3-none-any.whl", hash = "sha256:bd21a5d290051d28ff4811b0cda2a1b45a4c6bb80f49b037c7bc2fe15302f035"},
+    {file = "alpaca_py-0.40.2.tar.gz", hash = "sha256:d1e63b628cff4d9935a0c24c3a4419a985d4216a531c5c7b2d9fcd49e3c5fb70"},
+]
+
+[package.dependencies]
+msgpack = ">=1.0.3,<2.0.0"
+pandas = ">=1.5.3"
+pydantic = ">=2.0.3,<3.0.0"
+requests = ">=2.30.0,<3.0.0"
+sseclient-py = ">=1.7.2,<2.0.0"
+websockets = ">=10.4"
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -163,6 +188,7 @@ version = "0.50.0"
 description = "The official Python library for the anthropic API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "anthropic-0.50.0-py3-none-any.whl", hash = "sha256:defbd79327ca2fa61fd7b9eb2f1627dfb1f69c25d49288c52e167ddb84574f80"},
     {file = "anthropic-0.50.0.tar.gz", hash = "sha256:42175ec04ce4ff2fa37cd436710206aadff546ee99d70d974699f59b49adc66f"},
@@ -187,6 +213,7 @@ version = "3.7.1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
     {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
@@ -198,7 +225,7 @@ sniffio = ">=1.1"
 
 [package.extras]
 doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4) ; python_version < \"3.8\"", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17) ; python_version < \"3.12\" and platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (<0.22)"]
 
 [[package]]
@@ -207,18 +234,19 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
 [[package]]
 name = "black"
@@ -226,6 +254,7 @@ version = "23.12.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "black-23.12.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e0aaf6041986767a5e0ce663c7a2f0e9eaf21e6ff87a5f95cbf3675bfd4c41d2"},
     {file = "black-23.12.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c88b3711d12905b74206227109272673edce0cb29f27e1385f33b0163c414bba"},
@@ -260,7 +289,7 @@ platformdirs = ">=2"
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+d = ["aiohttp (>=3.7.4) ; sys_platform != \"win32\" or implementation_name != \"pypy\"", "aiohttp (>=3.7.4,!=3.9.0) ; sys_platform == \"win32\" and implementation_name == \"pypy\""]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
@@ -270,6 +299,7 @@ version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
     {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
@@ -281,6 +311,7 @@ version = "2025.4.26"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "certifi-2025.4.26-py3-none-any.whl", hash = "sha256:30350364dfe371162649852c63336a15c70c6510c2ad5015b21c2345311805f3"},
     {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"},
@@ -292,6 +323,7 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -393,6 +425,7 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -407,6 +440,7 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -418,6 +452,7 @@ version = "1.3.2"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "contourpy-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ba38e3f9f330af820c4b27ceb4b9c7feee5fe0493ea53a8720f4792667465934"},
     {file = "contourpy-1.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:dc41ba0714aa2968d1f8674ec97504a8f7e334f48eeacebcaa6256213acb0989"},
@@ -494,6 +529,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -509,6 +545,7 @@ 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"},
@@ -520,6 +557,7 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -531,6 +569,7 @@ version = "0.104.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fastapi-0.104.1-py3-none-any.whl", hash = "sha256:752dc31160cdbd0436bb93bad51560b57e525cbb1d4bbf6f4904ceee75548241"},
     {file = "fastapi-0.104.1.tar.gz", hash = "sha256:e5e4540a7c5e1dcfbbcf5b903c234feddcdcd881f191977a1c5dfd917487e7ae"},
@@ -551,6 +590,7 @@ version = "0.0.7"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fastapi_cli-0.0.7-py3-none-any.whl", hash = "sha256:d549368ff584b2804336c61f192d86ddea080c11255f375959627911944804f4"},
     {file = "fastapi_cli-0.0.7.tar.gz", hash = "sha256:02b3b65956f526412515907a0793c9094abd4bfb5457b389f645b0ea6ba3605e"},
@@ -570,6 +610,7 @@ version = "1.2.0"
 description = "Infer file type and MIME type of any file/buffer. No external dependencies."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "filetype-1.2.0-py2.py3-none-any.whl", hash = "sha256:7ce71b6880181241cf7ac8697a2f1eb6a8bd9b429f7ad6d27b8db9ba5f1c2d25"},
     {file = "filetype-1.2.0.tar.gz", hash = "sha256:66b56cd6474bf41d8c54660347d37afcc3f7d1970648de365c102ef77548aadb"},
@@ -581,6 +622,7 @@ version = "6.1.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
+groups = ["dev"]
 files = [
     {file = "flake8-6.1.0-py2.py3-none-any.whl", hash = "sha256:ffdfce58ea94c6580c77888a86506937f9a1a227dfcd15f245d694ae20a6b6e5"},
     {file = "flake8-6.1.0.tar.gz", hash = "sha256:d5b3857f07c030bdb5bf41c7f53799571d75c4491748a3adcd47de929e34cd23"},
@@ -597,6 +639,7 @@ version = "4.57.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fonttools-4.57.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:babe8d1eb059a53e560e7bf29f8e8f4accc8b6cfb9b5fd10e485bde77e71ef41"},
     {file = "fonttools-4.57.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:81aa97669cd726349eb7bd43ca540cf418b279ee3caba5e2e295fb4e8f841c02"},
@@ -651,18 +694,18 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "frozenlist"
@@ -670,6 +713,7 @@ version = "1.6.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e6e558ea1e47fd6fa8ac9ccdad403e5dd5ecc6ed8dda94343056fa4277d5c65e"},
     {file = "frozenlist-1.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f4b3cd7334a4bbc0c472164f3744562cb72d05002cc6fcf58adb104630bbc352"},
@@ -783,6 +827,7 @@ version = "0.6.18"
 description = "Google Ai Generativelanguage API client library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_ai_generativelanguage-0.6.18-py3-none-any.whl", hash = "sha256:13d8174fea90b633f520789d32df7b422058fd5883b022989c349f1017db7fcf"},
     {file = "google_ai_generativelanguage-0.6.18.tar.gz", hash = "sha256:274ba9fcf69466ff64e971d565884434388e523300afd468fc8e3033cd8e606e"},
@@ -792,7 +837,7 @@ files = [
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0", extras = ["grpc"]}
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0"
 proto-plus = [
-    {version = ">=1.22.3,<2.0.0", markers = "python_version < \"3.13\""},
+    {version = ">=1.22.3,<2.0.0"},
     {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
@@ -803,6 +848,7 @@ version = "2.24.2"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_api_core-2.24.2-py3-none-any.whl", hash = "sha256:810a63ac95f3c441b7c0e43d344e372887f62ce9071ba972eacf32672e072de9"},
     {file = "google_api_core-2.24.2.tar.gz", hash = "sha256:81718493daf06d96d6bc76a91c23874dbf2fac0adbbf542831b805ee6e974696"},
@@ -814,7 +860,7 @@ googleapis-common-protos = ">=1.56.2,<2.0.0"
 grpcio = {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
 grpcio-status = {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
 proto-plus = [
-    {version = ">=1.22.3,<2.0.0", markers = "python_version < \"3.13\""},
+    {version = ">=1.22.3,<2.0.0"},
     {version = ">=1.25.0,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
@@ -822,7 +868,7 @@ requests = ">=2.18.0,<3.0.0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -832,6 +878,7 @@ version = "2.39.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_auth-2.39.0-py2.py3-none-any.whl", hash = "sha256:0150b6711e97fb9f52fe599f55648950cc4540015565d8fbb31be2ad6e1548a2"},
     {file = "google_auth-2.39.0.tar.gz", hash = "sha256:73222d43cdc35a3aeacbfdcaf73142a97839f10de930550d89ebfe1d0a00cde7"},
@@ -845,11 +892,11 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (<39.0.0)", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
+pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0)"]
-testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
 [[package]]
@@ -858,6 +905,7 @@ version = "1.70.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"},
     {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"},
@@ -875,6 +923,8 @@ version = "3.2.1"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"
 files = [
     {file = "greenlet-3.2.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:777c1281aa7c786738683e302db0f55eb4b0077c20f1dc53db8852ffaea0a6b0"},
     {file = "greenlet-3.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3059c6f286b53ea4711745146ffe5a5c5ff801f62f6c56949446e0f6461f8157"},
@@ -943,6 +993,7 @@ version = "0.23.1"
 description = "The official Python library for the groq API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "groq-0.23.1-py3-none-any.whl", hash = "sha256:05fa38c3d0ad03c19c6185f98f6a73901c2a463e844fd067b79f7b05c8346946"},
     {file = "groq-0.23.1.tar.gz", hash = "sha256:952e34895f9bfb78ab479e495d77b32180262e5c42f531ce3a1722d6e5a04dfb"},
@@ -962,6 +1013,7 @@ version = "1.71.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "grpcio-1.71.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:c200cb6f2393468142eb50ab19613229dcc7829b5ccee8b658a36005f6669fdd"},
     {file = "grpcio-1.71.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:b2266862c5ad664a380fbbcdbdb8289d71464c42a8c29053820ee78ba0119e5d"},
@@ -1025,6 +1077,7 @@ version = "1.62.3"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "grpcio-status-1.62.3.tar.gz", hash = "sha256:289bdd7b2459794a12cf95dc0cb727bd4a1742c37bd823f760236c937e53a485"},
     {file = "grpcio_status-1.62.3-py3-none-any.whl", hash = "sha256:f9049b762ba8de6b1086789d8315846e094edac2c50beaf462338b301a8fd4b8"},
@@ -1041,6 +1094,7 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -1052,6 +1106,7 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -1073,6 +1128,7 @@ version = "0.6.4"
 description = "A collection of framework independent HTTP protocol utils."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "httptools-0.6.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3c73ce323711a6ffb0d247dcd5a550b8babf0f757e86a52558fe5b86d6fefcc0"},
     {file = "httptools-0.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:345c288418f0944a6fe67be8e6afa9262b18c7626c3ef3c28adc5eabc06a68da"},
@@ -1128,6 +1184,7 @@ version = "0.27.2"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
     {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
@@ -1141,7 +1198,7 @@ idna = "*"
 sniffio = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1153,6 +1210,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1167,6 +1225,7 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -1178,6 +1237,7 @@ version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["dev"]
 files = [
     {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
     {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
@@ -1192,6 +1252,7 @@ version = "0.9.0"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jiter-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:816ec9b60fdfd1fec87da1d7ed46c66c44ffec37ab2ef7de5b147b2fce3fd5ad"},
     {file = "jiter-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9b1d3086f8a3ee0194ecf2008cf81286a5c3e540d977fa038ff23576c023c0ea"},
@@ -1277,6 +1338,7 @@ version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["main"]
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -1291,6 +1353,7 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -1302,6 +1365,7 @@ version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"},
@@ -1391,6 +1455,7 @@ version = "0.3.0"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain-0.3.0-py3-none-any.whl", hash = "sha256:59a75a6a1eb7bfd2a6bf0c7a5816409a8fdc9046187b07af287b23b9899617af"},
     {file = "langchain-0.3.0.tar.gz", hash = "sha256:a7c23892440bd1f5b9e029ff0dd709dd881ae927c4c0a3210ac64dba9bbf3f7f"},
@@ -1417,6 +1482,7 @@ version = "0.3.5"
 description = "An integration package connecting AnthropicMessages and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_anthropic-0.3.5-py3-none-any.whl", hash = "sha256:bad34b02d7b4bdca9a9471bc391b01269fd8dc4600b83ca2a3e76925b7c27fe6"},
     {file = "langchain_anthropic-0.3.5.tar.gz", hash = "sha256:2aa1673511056061680492871f386d68a8b62947e0eb1f15303ef10db16c8357"},
@@ -1434,6 +1500,7 @@ version = "0.3.56"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_core-0.3.56-py3-none-any.whl", hash = "sha256:a20c6aca0fa0da265d96d3b14a5a01828ac5d2d9d27516434873d76f2d4839ed"},
     {file = "langchain_core-0.3.56.tar.gz", hash = "sha256:de896585bc56e12652327dcd195227c3739a07e86e587c91a07101e0df11dffe"},
@@ -1457,6 +1524,7 @@ version = "0.1.3"
 description = "An integration package connecting DeepSeek and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_deepseek-0.1.3-py3-none-any.whl", hash = "sha256:8588e826371b417fca65c02f4273b4061eb9815a7bfcd5eb05acaa40d603aa89"},
     {file = "langchain_deepseek-0.1.3.tar.gz", hash = "sha256:89dd6aa120fb50dcfcd3d593626d34c1c40deefe4510710d0807fcc19481adf5"},
@@ -1472,6 +1540,7 @@ version = "2.1.3"
 description = "An integration package connecting Google's genai package and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_google_genai-2.1.3-py3-none-any.whl", hash = "sha256:adf222931ac7af543f4013751a9b7dbd9ed637fb4eb3e4e0cd7e1d5d7e066d36"},
     {file = "langchain_google_genai-2.1.3.tar.gz", hash = "sha256:0d4e2abf01a7594a9420d3569cf2cd4239a01cc24c6698d3c2c92a072b9b7b4a"},
@@ -1489,6 +1558,7 @@ version = "0.2.3"
 description = "An integration package connecting Groq and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_groq-0.2.3-py3-none-any.whl", hash = "sha256:3572c812acc1478ab0670c48eb9a135c95f47631190da750e48408267462a12d"},
     {file = "langchain_groq-0.2.3.tar.gz", hash = "sha256:f94810fe734c9402b36273ddc3509eaa67f12a7d06b666c6ca472ab0bfdf37b7"},
@@ -1504,6 +1574,7 @@ version = "0.2.3"
 description = "An integration package connecting Ollama and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_ollama-0.2.3-py3-none-any.whl", hash = "sha256:c47700ca68b013358b1e954493ecafb3bd10fa2cda71a9f15ba7897587a9aab2"},
     {file = "langchain_ollama-0.2.3.tar.gz", hash = "sha256:d13fe8735176b652ca6e6656d7902c1265e8c0601097569f7c95433f3d034b38"},
@@ -1519,6 +1590,7 @@ version = "0.3.14"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_openai-0.3.14-py3-none-any.whl", hash = "sha256:b8e648d2d7678a5540818199d141ff727c6f1514294b3e1e999a95357c9d66a0"},
     {file = "langchain_openai-0.3.14.tar.gz", hash = "sha256:0662db78620c2e5c3ccfc1c36dc959c0ddc80e6bdf7ef81632cbf4b2cc9b9461"},
@@ -1535,6 +1607,7 @@ version = "0.3.8"
 description = "LangChain text splitting utilities"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
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@@ -1549,6 +1622,7 @@ version = "0.2.56"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = "<4.0,>=3.9.0"
+groups = ["main"]
 files = [
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@@ -1565,6 +1639,7 @@ version = "2.0.25"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
+groups = ["main"]
 files = [
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@@ -1580,6 +1655,7 @@ version = "0.1.63"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
+groups = ["main"]
 files = [
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@@ -1595,6 +1671,7 @@ version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
+groups = ["main"]
 files = [
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 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -1662,6 +1741,7 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -1732,6 +1812,7 @@ version = "3.10.1"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
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@@ -1789,6 +1870,7 @@ version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
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@@ -1800,17 +1882,88 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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 ]
 
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+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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 [[package]]
 name = "multidict"
 version = "6.4.3"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -1924,6 +2077,7 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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@@ -1935,6 +2089,7 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -1980,6 +2135,7 @@ version = "0.4.8"
 description = "The official Python client for Ollama."
 optional = false
 python-versions = "<4.0,>=3.8"
+groups = ["main"]
 files = [
     {file = "ollama-0.4.8-py3-none-any.whl", hash = "sha256:04312af2c5e72449aaebac4a2776f52ef010877c554103419d3f36066fe8af4c"},
     {file = "ollama-0.4.8.tar.gz", hash = "sha256:1121439d49b96fa8339842965d0616eba5deb9f8c790786cdf4c0b3df4833802"},
@@ -1995,6 +2151,7 @@ version = "1.76.2"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "openai-1.76.2-py3-none-any.whl", hash = "sha256:9c1d9ad59e6e3bea7205eedc9ca66eeebae18d47b527e505a2b0d2fb1538e26e"},
     {file = "openai-1.76.2.tar.gz", hash = "sha256:f430c8b848775907405c6eff54621254c96f6444c593c097e0cc3a9f8fdda96f"},
@@ -2021,6 +2178,7 @@ version = "3.10.17"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "orjson-3.10.17-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:bc399cf138a0201d0bf2399b44195d33a0a5aee149dab114340da0d766c88b95"},
     {file = "orjson-3.10.17-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:59225b27b72e0e1626d869f7b987da6c74f9b6026cf9a87c1cdaf74ca9f7b8c0"},
@@ -2102,6 +2260,7 @@ version = "1.9.1"
 description = "Fast, correct Python msgpack library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "ormsgpack-1.9.1-cp310-cp310-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:f1f804fd9c0fd84213a6022c34172f82323b34afa7052a4af18797582cf56365"},
     {file = "ormsgpack-1.9.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eab5cec99c46276b37071d570aab98603f3d0309b3818da3247eb64bb95e5cfc"},
@@ -2152,6 +2311,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -2163,6 +2323,7 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -2248,6 +2409,7 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -2259,6 +2421,7 @@ version = "11.2.1"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pillow-11.2.1-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:d57a75d53922fc20c165016a20d9c44f73305e67c351bbc60d1adaf662e74047"},
     {file = "pillow-11.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:127bf6ac4a5b58b3d32fc8289656f77f80567d65660bc46f72c0d77e6600cc95"},
@@ -2349,7 +2512,7 @@ fpx = ["olefile"]
 mic = ["olefile"]
 test-arrow = ["pyarrow"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -2358,6 +2521,7 @@ version = "4.3.7"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
     {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
@@ -2374,6 +2538,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -2389,6 +2554,7 @@ version = "3.0.51"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
     {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
@@ -2403,6 +2569,7 @@ version = "0.3.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f27785888d2fdd918bc36de8b8739f2d6c791399552333721b58193f68ea3e98"},
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4e89cde74154c7b5957f87a355bb9c8ec929c167b59c83d90654ea36aeb6180"},
@@ -2510,6 +2677,7 @@ version = "1.26.1"
 description = "Beautiful, Pythonic protocol buffers"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"},
     {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"},
@@ -2527,6 +2695,7 @@ version = "6.30.2"
 description = ""
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "protobuf-6.30.2-cp310-abi3-win32.whl", hash = "sha256:b12ef7df7b9329886e66404bef5e9ce6a26b54069d7f7436a0853ccdeb91c103"},
     {file = "protobuf-6.30.2-cp310-abi3-win_amd64.whl", hash = "sha256:7653c99774f73fe6b9301b87da52af0e69783a2e371e8b599b3e9cb4da4b12b9"},
@@ -2545,6 +2714,7 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -2556,6 +2726,7 @@ version = "0.4.2"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
     {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
@@ -2570,6 +2741,7 @@ version = "2.11.1"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
     {file = "pycodestyle-2.11.1.tar.gz", hash = "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f"},
@@ -2581,6 +2753,7 @@ version = "2.11.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pydantic-2.11.4-py3-none-any.whl", hash = "sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb"},
     {file = "pydantic-2.11.4.tar.gz", hash = "sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d"},
@@ -2594,7 +2767,7 @@ typing-inspection = ">=0.4.0"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
 [[package]]
 name = "pydantic-core"
@@ -2602,6 +2775,7 @@ version = "2.33.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pydantic_core-2.33.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2b3d326aaef0c0399d9afffeb6367d5e26ddc24d351dbc9c636840ac355dc5d8"},
     {file = "pydantic_core-2.33.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0e5b2671f05ba48b94cb90ce55d8bdcaaedb8ba00cc5359f6810fc918713983d"},
@@ -2713,6 +2887,7 @@ version = "3.1.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pyflakes-3.1.0-py2.py3-none-any.whl", hash = "sha256:4132f6d49cb4dae6819e5379898f2b8cce3c5f23994194c24b77d5da2e36f774"},
     {file = "pyflakes-3.1.0.tar.gz", hash = "sha256:a0aae034c444db0071aa077972ba4768d40c830d9539fd45bf4cd3f8f6992efc"},
@@ -2724,6 +2899,7 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -2738,6 +2914,7 @@ version = "3.2.3"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pyparsing-3.2.3-py3-none-any.whl", hash = "sha256:a749938e02d6fd0b59b356ca504a24982314bb090c383e3cf201c95ef7e2bfcf"},
     {file = "pyparsing-3.2.3.tar.gz", hash = "sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be"},
@@ -2752,6 +2929,7 @@ version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
     {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
@@ -2772,6 +2950,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -2786,6 +2965,7 @@ version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "python-dotenv-1.0.0.tar.gz", hash = "sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba"},
     {file = "python_dotenv-1.0.0-py3-none-any.whl", hash = "sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a"},
@@ -2800,6 +2980,7 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -2811,6 +2992,7 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -2873,6 +3055,7 @@ version = "2.1.0"
 description = "Python library to build pretty command line user prompts ⭐️"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "questionary-2.1.0-py3-none-any.whl", hash = "sha256:44174d237b68bc828e4878c763a9ad6790ee61990e0ae72927694ead57bab8ec"},
     {file = "questionary-2.1.0.tar.gz", hash = "sha256:6302cdd645b19667d8f6e6634774e9538bfcd1aad9be287e743d96cacaf95587"},
@@ -2887,6 +3070,7 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"},
@@ -2990,6 +3174,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -3011,6 +3196,7 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["main"]
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -3025,6 +3211,7 @@ version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
     {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
     {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"},
@@ -3043,6 +3230,7 @@ version = "0.14.4"
 description = "Rich toolkit for building command-line applications"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "rich_toolkit-0.14.4-py3-none-any.whl", hash = "sha256:cc71ebee83eaa122d8e42882408bc5a4bf0240bbf1e368811ee56d249b3d742a"},
     {file = "rich_toolkit-0.14.4.tar.gz", hash = "sha256:db256cf45165cae381c9bbf3b48a0fd4d99a07c80155cc655c80212a62e28fe1"},
@@ -3059,6 +3247,7 @@ version = "4.9.1"
 description = "Pure-Python RSA implementation"
 optional = false
 python-versions = "<4,>=3.6"
+groups = ["main"]
 files = [
     {file = "rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762"},
     {file = "rsa-4.9.1.tar.gz", hash = "sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75"},
@@ -3073,6 +3262,7 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -3084,6 +3274,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -3095,6 +3286,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -3106,6 +3298,7 @@ version = "2.0.40"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "SQLAlchemy-2.0.40-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:ae9597cab738e7cc823f04a704fb754a9249f0b6695a6aeb63b74055cd417a96"},
     {file = "SQLAlchemy-2.0.40-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:37a5c21ab099a83d669ebb251fddf8f5cee4d75ea40a5a1653d9c43d60e20867"},
@@ -3195,12 +3388,25 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
+[[package]]
+name = "sseclient-py"
+version = "1.8.0"
+description = "SSE client for Python"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "sseclient-py-1.8.0.tar.gz", hash = "sha256:c547c5c1a7633230a38dc599a21a2dc638f9b5c297286b48b46b935c71fac3e8"},
+    {file = "sseclient_py-1.8.0-py2.py3-none-any.whl", hash = "sha256:4ecca6dc0b9f963f8384e9d7fd529bf93dd7d708144c4fb5da0e0a1a926fee83"},
+]
+
 [[package]]
 name = "starlette"
 version = "0.27.0"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "starlette-0.27.0-py3-none-any.whl", hash = "sha256:918416370e846586541235ccd38a474c08b80443ed31c578a418e2209b3eef91"},
     {file = "starlette-0.27.0.tar.gz", hash = "sha256:6a6b0d042acb8d469a01eba54e9cda6cbd24ac602c4cd016723117d6a7e73b75"},
@@ -3218,6 +3424,7 @@ version = "0.9.0"
 description = "Pretty-print tabular data"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
     {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
@@ -3232,6 +3439,7 @@ version = "8.5.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
     {file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
@@ -3247,6 +3455,7 @@ version = "0.9.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tiktoken-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:586c16358138b96ea804c034b8acf3f5d3f0258bd2bc3b0227af4af5d622e382"},
     {file = "tiktoken-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:d9c59ccc528c6c5dd51820b3474402f69d9a9e1d656226848ad68a8d5b2e5108"},
@@ -3294,6 +3503,7 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -3315,6 +3525,7 @@ version = "0.15.3"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "typer-0.15.3-py3-none-any.whl", hash = "sha256:c86a65ad77ca531f03de08d1b9cb67cd09ad02ddddf4b34745b5008f43b239bd"},
     {file = "typer-0.15.3.tar.gz", hash = "sha256:818873625d0569653438316567861899f7e9972f2e6e0c16dab608345ced713c"},
@@ -3332,6 +3543,7 @@ version = "4.13.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
     {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
@@ -3343,6 +3555,7 @@ version = "0.4.0"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
     {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
@@ -3357,6 +3570,7 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -3368,13 +3582,14 @@ version = "2.4.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
     {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -3385,6 +3600,7 @@ version = "0.34.2"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "uvicorn-0.34.2-py3-none-any.whl", hash = "sha256:deb49af569084536d269fe0a6d67e3754f104cf03aba7c11c40f01aadf33c403"},
     {file = "uvicorn-0.34.2.tar.gz", hash = "sha256:0e929828f6186353a80b58ea719861d2629d766293b6d19baf086ba31d4f3328"},
@@ -3397,12 +3613,12 @@ h11 = ">=0.8"
 httptools = {version = ">=0.6.3", optional = true, markers = "extra == \"standard\""}
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
-uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
 [package.extras]
-standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "uvloop"
@@ -3410,6 +3626,8 @@ version = "0.21.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec7e6b09a6fdded42403182ab6b832b71f4edaf7f37a9a0e371a01db5f0cb45f"},
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:196274f2adb9689a289ad7d65700d37df0c0930fd8e4e743fa4834e850d7719d"},
@@ -3461,6 +3679,7 @@ version = "1.0.5"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "watchfiles-1.0.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5c40fe7dd9e5f81e0847b1ea64e1f5dd79dd61afbedb57759df06767ac719b40"},
     {file = "watchfiles-1.0.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8c0db396e6003d99bb2d7232c957b5f0b5634bbd1b24e381a5afcc880f7373fb"},
@@ -3544,6 +3763,7 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -3555,6 +3775,7 @@ version = "15.0.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"},
     {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"},
@@ -3633,6 +3854,7 @@ version = "1.20.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f1f6670b9ae3daedb325fa55fbe31c22c8228f6e0b513772c2e1c623caa6ab22"},
     {file = "yarl-1.20.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:85a231fa250dfa3308f3c7896cc007a47bc76e9e8e8595c20b7426cac4884c62"},
@@ -3746,6 +3968,6 @@ multidict = ">=4.0"
 propcache = ">=0.2.1"
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = "^3.11"
-content-hash = "4b63c0cbfd37b7262e6b1364ae4e7ce6c8b410933f3f8e62f12af5ed9646203e"
+content-hash = "680ad21758c391683e2eab88c4c6733c3c9b41942066b999e18769d313e64dbd"
diff --git a/pyproject.toml b/pyproject.toml
index 1483d487b..9f321b6f4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,7 @@ pydantic = "^2.4.2"
 httpx = "^0.27.0"
 sqlalchemy = "^2.0.22"
 alembic = "^1.12.0"
+alpaca-py = "^0.40.2"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.4.0"
diff --git a/src/trader.py b/src/trader.py
new file mode 100644
index 000000000..a097a7526
--- /dev/null
+++ b/src/trader.py
@@ -0,0 +1,267 @@
+"""Live trading CLI for the AI hedge fund."""
+
+import sys
+import argparse
+from dotenv import load_dotenv
+import questionary
+from colorama import Fore, Style, init
+
+from src.trading.trader import create_trader
+from src.utils.analysts import ANALYST_ORDER
+from src.llm.models import LLM_ORDER, OLLAMA_LLM_ORDER, get_model_info, ModelProvider
+from src.utils.ollama import ensure_ollama_and_model
+
+# Load environment variables
+load_dotenv()
+init(autoreset=True)
+
+
+def main():
+    """Main CLI entry point for live trading."""
+    parser = argparse.ArgumentParser(description="Run live trading with AI hedge fund")
+    parser.add_argument("--tickers", type=str, help="Comma-separated list of stock ticker symbols")
+    parser.add_argument("--dry-run", action="store_true", help="Show decisions but don't execute trades")
+    parser.add_argument("--ignore-market-hours", action="store_true", help="Run even when market is closed (useful with --dry-run)")
+    parser.add_argument("--continuous", action="store_true", help="Run continuous trading")
+    parser.add_argument("--interval", type=int, default=60, help="Trading interval in minutes (default: 60)")
+    parser.add_argument("--available-capital", type=float, help="Override available capital (uses broker cash if not specified)")
+    parser.add_argument("--margin-requirement", type=float, help="Margin requirement ratio for short positions (uses broker default if not specified)")
+    parser.add_argument("--show-reasoning", action="store_true", help="Show reasoning from each agent")
+    parser.add_argument("--ollama", action="store_true", help="Use Ollama for local LLM inference")
+    parser.add_argument("--analysts", type=str, help="Comma-separated list of analysts to use")
+    parser.add_argument("--analysts-all", action="store_true", help="Use all available analysts")
+    parser.add_argument("--list-analysts", action="store_true", help="List all available analysts and exit")
+    parser.add_argument("--model", type=str, help="LLM model name to use")
+    parser.add_argument("--list-models", action="store_true", help="List all available models and exit")
+
+    args = parser.parse_args()
+
+    # Handle list options
+    if args.list_analysts:
+        print(f"\n{Fore.CYAN}Available Analysts:{Style.RESET_ALL}")
+        for display, value in ANALYST_ORDER:
+            print(f"  {Fore.GREEN}{value:<25}{Style.RESET_ALL} - {display}")
+        print(f"\n{Fore.YELLOW}Usage examples:{Style.RESET_ALL}")
+        print(f"  --analysts warren_buffett,michael_burry")
+        print(f"  --analysts-all")
+        sys.exit(0)
+
+    if args.list_models:
+        print(f"\n{Fore.CYAN}Available Models:{Style.RESET_ALL}")
+        print(f"\n{Fore.YELLOW}Cloud Models:{Style.RESET_ALL}")
+        for display, name, provider in LLM_ORDER:
+            print(f"  {Fore.GREEN}{name:<25}{Style.RESET_ALL} - {display} ({provider})")
+        
+        print(f"\n{Fore.YELLOW}Ollama Models:{Style.RESET_ALL}")
+        for display, name, _ in OLLAMA_LLM_ORDER:
+            print(f"  {Fore.GREEN}{name:<25}{Style.RESET_ALL} - {display}")
+        
+        print(f"\n{Fore.YELLOW}Usage examples:{Style.RESET_ALL}")
+        print(f"  --model gpt-4o")
+        print(f"  --model claude-3-5-sonnet-20241022")
+        print(f"  --ollama --model llama3")
+        sys.exit(0)
+
+    # Check if tickers are required
+    if not args.tickers:
+        print(f"{Fore.RED}Error: --tickers is required for trading operations{Style.RESET_ALL}")
+        print("Use --list-analysts or --list-models to see available options")
+        sys.exit(1)
+
+
+    # Parse tickers
+    tickers = [ticker.strip().upper() for ticker in args.tickers.split(",")]
+    print(f"\n{Fore.CYAN}Trading tickers: {', '.join(tickers)}{Style.RESET_ALL}")
+
+
+    # Select analysts
+    selected_analysts = None
+    if args.analysts_all:
+        selected_analysts = [a[1] for a in ANALYST_ORDER]
+    elif args.analysts:
+        selected_analysts = [a.strip() for a in args.analysts.split(",") if a.strip()]
+    else:
+        selected_analysts = questionary.checkbox(
+            "Select your AI analysts:",
+            choices=[questionary.Choice(display, value=value) for display, value in ANALYST_ORDER],
+            instruction="\n\nInstructions:\n1. Press Space to select/unselect analysts\n2. Press 'a' to select/unselect all\n3. Press Enter when done\n",
+            validate=lambda x: len(x) > 0 or "You must select at least one analyst.",
+            style=questionary.Style([
+                ("checkbox-selected", "fg:green"),
+                ("selected", "fg:green noinherit"),
+                ("highlighted", "noinherit"),
+                ("pointer", "noinherit"),
+            ])
+        ).ask()
+
+    if not selected_analysts:
+        print("\nExiting...")
+        sys.exit(0)
+
+    print(f"\nSelected analysts: {', '.join(Fore.GREEN + choice.title().replace('_', ' ') + Style.RESET_ALL for choice in selected_analysts)}")
+
+    # Select LLM model
+    model_name = ""
+    model_provider = ""
+
+    if args.model:
+        # Model specified via CLI
+        model_name = args.model
+        if args.ollama:
+            model_provider = ModelProvider.OLLAMA.value
+            if not ensure_ollama_and_model(model_name):
+                print(f"{Fore.RED}Cannot proceed without Ollama and the selected model{Style.RESET_ALL}")
+                sys.exit(1)
+        else:
+            # Try to find the model in the LLM_ORDER
+            found = False
+            for display, name, provider in LLM_ORDER:
+                if name == model_name:
+                    model_provider = provider
+                    found = True
+                    break
+            if not found:
+                print(f"{Fore.RED}Model '{model_name}' not found in available models{Style.RESET_ALL}")
+                sys.exit(1)
+        print(f"\nUsing model: {Fore.GREEN + Style.BRIGHT}{model_name}{Style.RESET_ALL} ({model_provider})")
+
+    elif args.ollama:
+        print(f"{Fore.CYAN}Using Ollama for local LLM inference{Style.RESET_ALL}")
+        
+        model_name = questionary.select(
+            "Select your Ollama model:",
+            choices=[questionary.Choice(display, value=value) for display, value, _ in OLLAMA_LLM_ORDER],
+            style=questionary.Style([
+                ("selected", "fg:green bold"),
+                ("pointer", "fg:green bold"),
+                ("highlighted", "fg:green"),
+                ("answer", "fg:green bold"),
+            ])
+        ).ask()
+
+        if not model_name:
+            print("\nExiting...")
+            sys.exit(0)
+
+        if model_name == "-":
+            model_name = questionary.text("Enter the custom model name:").ask()
+            if not model_name:
+                print("\nExiting...")
+                sys.exit(0)
+
+        if not ensure_ollama_and_model(model_name):
+            print(f"{Fore.RED}Cannot proceed without Ollama and the selected model{Style.RESET_ALL}")
+            sys.exit(1)
+
+        model_provider = ModelProvider.OLLAMA.value
+        print(f"\nSelected {Fore.CYAN}Ollama{Style.RESET_ALL} model: {Fore.GREEN + Style.BRIGHT}{model_name}{Style.RESET_ALL}")
+
+    else:
+        model_choice = questionary.select(
+            "Select your LLM model:",
+            choices=[questionary.Choice(display, value=(name, provider)) for display, name, provider in LLM_ORDER],
+            style=questionary.Style([
+                ("selected", "fg:green bold"),
+                ("pointer", "fg:green bold"),
+                ("highlighted", "fg:green"),
+                ("answer", "fg:green bold"),
+            ])
+        ).ask()
+
+        if not model_choice:
+            print("\nExiting...")
+            sys.exit(0)
+
+        model_name, model_provider = model_choice
+
+        model_info = get_model_info(model_name, model_provider)
+        if model_info and model_info.is_custom():
+            model_name = questionary.text("Enter the custom model name:").ask()
+            if not model_name:
+                print("\nExiting...")
+                sys.exit(0)
+
+        print(f"\nSelected {Fore.CYAN}{model_provider}{Style.RESET_ALL} model: {Fore.GREEN + Style.BRIGHT}{model_name}{Style.RESET_ALL}")
+
+    # Create trader
+    print(f"\n{Fore.CYAN}Creating trader...{Style.RESET_ALL}")
+    trader = create_trader(
+        tickers=tickers,
+        selected_analysts=selected_analysts,
+        model_name=model_name,
+        model_provider=model_provider,
+        available_capital=args.available_capital,
+        margin_requirement=args.margin_requirement,
+        dry_run=args.dry_run,
+        ignore_market_hours=args.ignore_market_hours
+    )
+
+    # Connect to broker
+    print(f"\n{Fore.CYAN}Connecting to broker...{Style.RESET_ALL}")
+    if not trader.connect():
+        print(f"{Fore.RED}Failed to connect to broker{Style.RESET_ALL}")
+        sys.exit(1)
+    
+    # Get margin requirement from broker if not specified
+    if args.margin_requirement is None:
+        try:
+            # Get account default margin requirement
+            broker_margin_req = trader.broker.get_margin_requirement()
+            trader.margin_requirement = broker_margin_req
+            print(f"{Fore.CYAN}Using broker default margin requirement: {broker_margin_req:.1%}{Style.RESET_ALL}")
+            
+            # Show ticker-specific margin requirements
+            print(f"{Fore.CYAN}Ticker-specific margin requirements:{Style.RESET_ALL}")
+            for ticker in tickers:
+                try:
+                    ticker_margin = trader.broker.get_margin_requirement(ticker)
+                    print(f"  {ticker}: {ticker_margin:.1%}")
+                except Exception as e:
+                    print(f"  {ticker}: {broker_margin_req:.1%} (default - could not get specific requirement)")
+        except Exception as e:
+            trader.margin_requirement = 0.5  # Default fallback
+            print(f"{Fore.YELLOW}Could not get broker margin requirement, using default 50%{Style.RESET_ALL}")
+    
+    # Show capital usage information
+    if args.available_capital:
+        print(f"{Fore.CYAN}Using limited capital: ${args.available_capital:,.2f} (maintaining account margin capability){Style.RESET_ALL}")
+    
+    # Check for live trading warning after connection
+    if not trader.broker.is_paper_trading():
+        confirm = questionary.confirm(
+            f"{Fore.RED}WARNING: Connected to LIVE TRADING account with real money. Are you sure you want to continue?{Style.RESET_ALL}",
+            default=False
+        ).ask()
+        if not confirm:
+            print("Exiting...")
+            trader.disconnect()
+            sys.exit(0)
+
+    try:
+        # Show portfolio summary
+        trader.print_portfolio_summary()
+
+        # Run trading
+        if args.continuous:
+            print(f"\n{Fore.BLUE}Starting continuous trading mode...{Style.RESET_ALL}")
+            trader.run_continuous_trading(interval_minutes=args.interval)
+        else:
+            print(f"\n{Fore.BLUE}Running single trading session...{Style.RESET_ALL}")
+            trader.run_trading_session()
+            
+            # Show updated portfolio
+            trader.print_portfolio_summary()
+
+    except KeyboardInterrupt:
+        print(f"\n{Fore.YELLOW}Trading interrupted by user{Style.RESET_ALL}")
+    except Exception as e:
+        print(f"\n{Fore.RED}Trading failed: {e}{Style.RESET_ALL}")
+        sys.exit(1)
+    finally:
+        trader.disconnect()
+
+    print(f"\n{Fore.GREEN}Trading session completed{Style.RESET_ALL}")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/src/trading/__init__.py b/src/trading/__init__.py
new file mode 100644
index 000000000..a358e2038
--- /dev/null
+++ b/src/trading/__init__.py
@@ -0,0 +1 @@
+"""Trading module for real broker integration."""
\ No newline at end of file
diff --git a/src/trading/alpaca_broker.py b/src/trading/alpaca_broker.py
new file mode 100644
index 000000000..2b93fabf2
--- /dev/null
+++ b/src/trading/alpaca_broker.py
@@ -0,0 +1,390 @@
+"""Alpaca broker implementation for live trading."""
+
+import os
+from alpaca.trading.client import TradingClient
+from alpaca.trading.requests import MarketOrderRequest, LimitOrderRequest, StopOrderRequest
+from alpaca.trading.enums import OrderSide, TimeInForce, OrderType
+from alpaca.data.historical import StockHistoricalDataClient
+from alpaca.data.requests import StockLatestQuoteRequest
+from alpaca.common.exceptions import APIError
+from colorama import Fore, Style
+import logging
+
+from .broker_base import BrokerBase, Position, Order, Account
+
+
+logger = logging.getLogger(__name__)
+
+
+class AlpacaBroker(BrokerBase):
+    """Alpaca broker implementation."""
+    
+    def __init__(self, paper_trading: bool = None):
+        """Initialize Alpaca broker.
+        
+        Args:
+            paper_trading: Whether to use paper trading account. If None, reads from ALPACA_PAPER env var.
+        """
+        # Read from environment variable if not explicitly set
+        if paper_trading is None:
+            paper_trading = os.getenv("ALPACA_PAPER", "true").lower() in ("true", "1", "yes")
+        
+        self.paper_trading = paper_trading
+        self.trading_client = None
+        self.data_client = None
+        self._connected = False
+        
+        # Check required environment variables
+        required_vars = ["ALPACA_API_KEY", "ALPACA_SECRET_KEY"]
+        missing_vars = [var for var in required_vars if not os.getenv(var)]
+        
+        if missing_vars:
+            raise ValueError(f"Missing required environment variables: {', '.join(missing_vars)}. Please set these in your .env file")
+        
+        # Get API credentials from environment
+        self.api_key = os.getenv("ALPACA_API_KEY")
+        self.secret_key = os.getenv("ALPACA_SECRET_KEY")
+    
+    def connect(self) -> bool:
+        """Connect to Alpaca API."""
+        try:
+            self.trading_client = TradingClient(
+                api_key=self.api_key,
+                secret_key=self.secret_key,
+                paper=self.paper_trading
+            )
+            
+            self.data_client = StockHistoricalDataClient(
+                api_key=self.api_key,
+                secret_key=self.secret_key
+            )
+            
+            # Test connection by getting account info
+            account = self.trading_client.get_account()
+            self._connected = True
+            
+            env_type = "Paper" if self.paper_trading else "Live"
+            print(f"{Fore.GREEN}Connected to Alpaca {env_type} Trading API{Style.RESET_ALL}")
+            print(f"Account Status: {account.status}")
+            print(f"Buying Power: ${float(account.buying_power):,.2f}")
+            
+            return True
+            
+        except APIError as e:
+            logger.error(f"Failed to connect to Alpaca: {e}")
+            print(f"{Fore.RED}Failed to connect to Alpaca: {e}{Style.RESET_ALL}")
+            return False
+        except Exception as e:
+            logger.error(f"Unexpected error connecting to Alpaca: {e}")
+            print(f"{Fore.RED}Unexpected error: {e}{Style.RESET_ALL}")
+            return False
+    
+    def disconnect(self) -> None:
+        """Disconnect from Alpaca API."""
+        self.trading_client = None
+        self.data_client = None
+        self._connected = False
+        print(f"{Fore.YELLOW}Disconnected from Alpaca API{Style.RESET_ALL}")
+    
+    def get_account(self) -> Account:
+        """Get current account information."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        account = self.trading_client.get_account()
+        
+        return Account(
+            cash=float(account.cash),
+            buying_power=float(account.buying_power),
+            portfolio_value=float(account.portfolio_value),
+            equity=float(account.equity),
+            initial_margin=float(account.initial_margin),
+            maintenance_margin=float(account.maintenance_margin),
+            sma=float(account.sma),
+            day_trade_count=int(account.daytrade_count),
+            regt_buying_power=float(account.regt_buying_power),
+            daytrading_buying_power=float(account.daytrading_buying_power),
+            multiplier=float(account.multiplier)
+        )
+    
+    def get_positions(self) -> list[Position]:
+        """Get current positions."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        positions = []
+        alpaca_positions = self.trading_client.get_all_positions()
+        
+        for pos in alpaca_positions:
+            side = "long" if float(pos.qty) > 0 else "short"
+            
+            # Handle optional unrealized_pnl - calculate if missing
+            unrealized_pnl = 0.0
+            if hasattr(pos, 'unrealized_pnl') and pos.unrealized_pnl is not None:
+                unrealized_pnl = float(pos.unrealized_pnl)
+            else:
+                # Calculate unrealized P&L if not provided
+                # unrealized_pnl = market_value - cost_basis
+                unrealized_pnl = float(pos.market_value) - float(pos.cost_basis)
+            
+            positions.append(Position(
+                symbol=pos.symbol,
+                quantity=abs(float(pos.qty)),
+                side=side,
+                avg_entry_price=float(pos.avg_entry_price),
+                market_value=float(pos.market_value),
+                unrealized_pnl=unrealized_pnl,
+                cost_basis=float(pos.cost_basis)
+            ))
+        
+        return positions
+    
+    def get_position(self, symbol: str) -> Position | None:
+        """Get position for a specific symbol."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        try:
+            pos = self.trading_client.get_open_position(symbol)
+            side = "long" if float(pos.qty) > 0 else "short"
+            
+            # Handle optional unrealized_pnl - calculate if missing
+            unrealized_pnl = 0.0
+            if hasattr(pos, 'unrealized_pnl') and pos.unrealized_pnl is not None:
+                unrealized_pnl = float(pos.unrealized_pnl)
+            else:
+                # Calculate unrealized P&L if not provided
+                unrealized_pnl = float(pos.market_value) - float(pos.cost_basis)
+            
+            return Position(
+                symbol=pos.symbol,
+                quantity=abs(float(pos.qty)),
+                side=side,
+                avg_entry_price=float(pos.avg_entry_price),
+                market_value=float(pos.market_value),
+                unrealized_pnl=unrealized_pnl,
+                cost_basis=float(pos.cost_basis)
+            )
+            
+        except APIError:
+            # Position doesn't exist
+            return None
+    
+    def place_order(self, symbol: str, quantity: float, side: str, 
+                   order_type: str = "market", limit_price: float | None = None,
+                   stop_price: float | None = None) -> Order:
+        """Place a trading order."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        # Convert side to Alpaca format
+        if side == "buy":
+            order_side = OrderSide.BUY
+        elif side == "sell":
+            order_side = OrderSide.SELL
+        elif side == "sell_short":
+            order_side = OrderSide.SELL
+            # Note: Alpaca handles short selling automatically when selling more than owned
+        else:
+            raise ValueError(f"Invalid order side: {side}")
+        
+        # Create order request based on type
+        try:
+            if order_type == "market":
+                order_request = MarketOrderRequest(
+                    symbol=symbol,
+                    qty=quantity,
+                    side=order_side,
+                    time_in_force=TimeInForce.DAY
+                )
+            elif order_type == "limit":
+                if limit_price is None:
+                    raise ValueError("Limit price required for limit orders")
+                order_request = LimitOrderRequest(
+                    symbol=symbol,
+                    qty=quantity,
+                    side=order_side,
+                    time_in_force=TimeInForce.DAY,
+                    limit_price=limit_price
+                )
+            elif order_type == "stop":
+                if stop_price is None:
+                    raise ValueError("Stop price required for stop orders")
+                order_request = StopOrderRequest(
+                    symbol=symbol,
+                    qty=quantity,
+                    side=order_side,
+                    time_in_force=TimeInForce.DAY,
+                    stop_price=stop_price
+                )
+            else:
+                raise ValueError(f"Invalid order type: {order_type}")
+            
+            alpaca_order = self.trading_client.submit_order(order_request)
+            
+            return Order(
+                id=str(alpaca_order.id),
+                symbol=alpaca_order.symbol,
+                quantity=float(alpaca_order.qty),
+                side=side,
+                order_type=order_type,
+                status=alpaca_order.status.value,
+                filled_price=float(alpaca_order.filled_avg_price) if alpaca_order.filled_avg_price else None,
+                filled_quantity=float(alpaca_order.filled_qty) if alpaca_order.filled_qty else None,
+                submitted_at=alpaca_order.submitted_at,
+                filled_at=alpaca_order.filled_at
+            )
+            
+        except APIError as e:
+            logger.error(f"Failed to place order: {e}")
+            raise RuntimeError(f"Failed to place order: {e}")
+    
+    def cancel_order(self, order_id: str) -> bool:
+        """Cancel an order."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        try:
+            self.trading_client.cancel_order_by_id(order_id)
+            return True
+        except APIError as e:
+            logger.error(f"Failed to cancel order {order_id}: {e}")
+            return False
+    
+    def get_orders(self, status: str | None = None) -> list[Order]:
+        """Get orders."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        orders = []
+        alpaca_orders = self.trading_client.get_orders()
+        
+        for order in alpaca_orders:
+            if status is None or order.status.value == status:
+                # Convert Alpaca side back to our format
+                side = "buy" if order.side == OrderSide.BUY else "sell"
+                
+                orders.append(Order(
+                    id=str(order.id),
+                    symbol=order.symbol,
+                    quantity=float(order.qty),
+                    side=side,
+                    order_type=order.order_type.value,
+                    status=order.status.value,
+                    filled_price=float(order.filled_avg_price) if order.filled_avg_price else None,
+                    filled_quantity=float(order.filled_qty) if order.filled_qty else None,
+                    submitted_at=order.submitted_at,
+                    filled_at=order.filled_at
+                ))
+        
+        return orders
+    
+    def get_order(self, order_id: str) -> Order | None:
+        """Get specific order."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        try:
+            order = self.trading_client.get_order_by_id(order_id)
+            side = "buy" if order.side == OrderSide.BUY else "sell"
+            
+            return Order(
+                id=str(order.id),
+                symbol=order.symbol,
+                quantity=float(order.qty),
+                side=side,
+                order_type=order.order_type.value,
+                status=order.status.value,
+                filled_price=float(order.filled_avg_price) if order.filled_avg_price else None,
+                filled_quantity=float(order.filled_qty) if order.filled_qty else None,
+                submitted_at=order.submitted_at,
+                filled_at=order.filled_at
+            )
+            
+        except APIError:
+            return None
+    
+    def get_current_price(self, symbol: str) -> float:
+        """Get current price for a symbol."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        try:
+            request = StockLatestQuoteRequest(symbol_or_symbols=[symbol])
+            quote = self.data_client.get_stock_latest_quote(request)
+            
+            if symbol in quote:
+                return float(quote[symbol].bid_price)
+            else:
+                raise ValueError(f"No quote available for {symbol}")
+                
+        except APIError as e:
+            logger.error(f"Failed to get price for {symbol}: {e}")
+            raise RuntimeError(f"Failed to get price for {symbol}: {e}")
+    
+    def is_market_open(self) -> bool:
+        """Check if market is currently open."""
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        try:
+            clock = self.trading_client.get_clock()
+            return clock.is_open
+        except APIError as e:
+            logger.error(f"Failed to get market status: {e}")
+            return False
+    
+    def is_paper_trading(self) -> bool:
+        """Check if this is a paper trading account."""
+        return self.paper_trading
+    
+    def get_margin_requirement(self, symbol: str | None = None) -> float:
+        """Get margin requirement ratio for positions.
+        
+        Args:
+            symbol: Stock symbol to get specific margin requirement for. 
+                   If None, returns account default margin requirement.
+        
+        Returns:
+            float: Margin requirement ratio (e.g., 0.5 for 50% margin requirement).
+        """
+        if not self._connected:
+            raise RuntimeError("Not connected to broker")
+        
+        try:
+            # If a specific symbol is requested, get its asset-specific margin requirement
+            if symbol:
+                try:
+                    asset = self.trading_client.get_asset(symbol)
+                    if asset and hasattr(asset, 'maintenance_margin_requirement') and asset.maintenance_margin_requirement is not None:
+                        # Alpaca returns margin requirement as percentage points (30.0 = 30%)
+                        margin_req = asset.maintenance_margin_requirement
+                        margin_float = float(margin_req)
+                        
+                        # Convert percentage points to ratio (30.0 -> 0.30)
+                        if margin_float > 0:
+                            return margin_float / 100.0
+                        else:
+                            # Invalid margin requirement, fall through to account default
+                            print(f"WARNING: Invalid margin requirement {margin_float} for {symbol}, using account default")
+                except APIError:
+                    # Fall through to account-level default if asset not found
+                    pass
+                except Exception as e:
+                    print(f"DEBUG: Error processing margin requirement for {symbol}: {e}")
+                    # Fall through to account default
+            
+            # Fallback to account-level margin requirement
+            account = self.trading_client.get_account()
+            multiplier = float(account.multiplier) if account.multiplier else 1.0
+            
+            if multiplier > 1:
+                # Margin account - typical requirement is 50% for most stocks
+                return 0.5  # 50% margin requirement for margin accounts
+            else:
+                # Cash account - cannot use margin for overnight positions
+                return 1.0  # 100% cash requirement for cash accounts (no margin)
+                
+        except APIError as e:
+            logger.error(f"Failed to get margin requirement: {e}")
+            return 0.5  # Default to 50% if we can't determine
\ No newline at end of file
diff --git a/src/trading/broker_base.py b/src/trading/broker_base.py
new file mode 100644
index 000000000..9c0d16f60
--- /dev/null
+++ b/src/trading/broker_base.py
@@ -0,0 +1,194 @@
+"""Base broker interface for trading implementations."""
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+from datetime import datetime
+
+
+@dataclass
+class Position:
+    """Represents a trading position."""
+    symbol: str
+    quantity: float
+    side: str  # "long" or "short"
+    avg_entry_price: float
+    market_value: float
+    unrealized_pnl: float
+    cost_basis: float
+
+
+@dataclass
+class Order:
+    """Represents a trading order."""
+    id: str
+    symbol: str
+    quantity: float
+    side: str  # "buy", "sell", "sell_short"
+    order_type: str  # "market", "limit", "stop"
+    status: str  # "pending", "filled", "canceled", "rejected"
+    filled_price: float | None = None
+    filled_quantity: float | None = None
+    submitted_at: datetime | None = None
+    filled_at: datetime | None = None
+
+
+@dataclass
+class Account:
+    """Represents account information."""
+    cash: float
+    buying_power: float
+    portfolio_value: float
+    equity: float
+    initial_margin: float
+    maintenance_margin: float
+    sma: float  # Special Memorandum Account
+    day_trade_count: int
+    regt_buying_power: float
+    daytrading_buying_power: float
+    multiplier: float
+
+
+class BrokerBase(ABC):
+    """Abstract base class for broker implementations."""
+    
+    @abstractmethod
+    def connect(self) -> bool:
+        """Connect to the broker API.
+        
+        Returns:
+            bool: True if connection successful, False otherwise.
+        """
+        pass
+    
+    @abstractmethod
+    def disconnect(self) -> None:
+        """Disconnect from the broker API."""
+        pass
+    
+    @abstractmethod
+    def get_account(self) -> Account:
+        """Get current account information.
+        
+        Returns:
+            Account: Current account details.
+        """
+        pass
+    
+    @abstractmethod
+    def get_positions(self) -> list[Position]:
+        """Get current positions.
+        
+        Returns:
+            list[Position]: List of current positions.
+        """
+        pass
+    
+    @abstractmethod
+    def get_position(self, symbol: str) -> Position | None:
+        """Get position for a specific symbol.
+        
+        Args:
+            symbol: Stock symbol.
+            
+        Returns:
+            Position | None: Position if exists, None otherwise.
+        """
+        pass
+    
+    @abstractmethod
+    def place_order(self, symbol: str, quantity: float, side: str, 
+                   order_type: str = "market", limit_price: float | None = None,
+                   stop_price: float | None = None) -> Order:
+        """Place a trading order.
+        
+        Args:
+            symbol: Stock symbol.
+            quantity: Number of shares.
+            side: "buy", "sell", or "sell_short".
+            order_type: "market", "limit", or "stop".
+            limit_price: Limit price for limit orders.
+            stop_price: Stop price for stop orders.
+            
+        Returns:
+            Order: The placed order.
+        """
+        pass
+    
+    @abstractmethod
+    def cancel_order(self, order_id: str) -> bool:
+        """Cancel an order.
+        
+        Args:
+            order_id: Order ID to cancel.
+            
+        Returns:
+            bool: True if cancellation successful, False otherwise.
+        """
+        pass
+    
+    @abstractmethod
+    def get_orders(self, status: str | None = None) -> list[Order]:
+        """Get orders.
+        
+        Args:
+            status: Filter by order status. None for all orders.
+            
+        Returns:
+            list[Order]: List of orders.
+        """
+        pass
+    
+    @abstractmethod
+    def get_order(self, order_id: str) -> Order | None:
+        """Get specific order.
+        
+        Args:
+            order_id: Order ID.
+            
+        Returns:
+            Order | None: Order if exists, None otherwise.
+        """
+        pass
+    
+    @abstractmethod
+    def get_current_price(self, symbol: str) -> float:
+        """Get current price for a symbol.
+        
+        Args:
+            symbol: Stock symbol.
+            
+        Returns:
+            float: Current price.
+        """
+        pass
+    
+    @abstractmethod
+    def is_market_open(self) -> bool:
+        """Check if market is currently open.
+        
+        Returns:
+            bool: True if market is open, False otherwise.
+        """
+        pass
+    
+    @abstractmethod
+    def is_paper_trading(self) -> bool:
+        """Check if this is a paper trading account.
+        
+        Returns:
+            bool: True if paper trading, False if live trading.
+        """
+        pass
+    
+    @abstractmethod
+    def get_margin_requirement(self, symbol: str | None = None) -> float:
+        """Get margin requirement ratio for positions.
+        
+        Args:
+            symbol: Stock symbol to get specific margin requirement for. 
+                   If None, returns account default margin requirement.
+        
+        Returns:
+            float: Margin requirement ratio (e.g., 0.5 for 50% margin requirement).
+        """
+        pass
\ No newline at end of file
diff --git a/src/trading/trader.py b/src/trading/trader.py
new file mode 100644
index 000000000..4a8f4577e
--- /dev/null
+++ b/src/trading/trader.py
@@ -0,0 +1,680 @@
+"""Live trading implementation using the hedge fund AI agents."""
+
+import sys
+import time
+import logging
+from datetime import datetime, timedelta
+from dateutil.relativedelta import relativedelta
+from colorama import Fore, Style
+
+from .broker_base import BrokerBase, Position, Order
+from .alpaca_broker import AlpacaBroker
+from src.main import run_hedge_fund
+from src.utils.progress import progress
+
+
+logger = logging.getLogger(__name__)
+
+
+class Trader:
+    """Live trading implementation using AI hedge fund decisions."""
+    
+    def __init__(
+        self,
+        broker: BrokerBase,
+        tickers: list[str],
+        selected_analysts: list[str] = None,
+        model_name: str = "gpt-4o",
+        model_provider: str = "OpenAI",
+        available_capital: float = None,  # Override available capital
+        margin_requirement: float = None,  # Margin requirement for short positions
+        dry_run: bool = False,
+        ignore_market_hours: bool = False
+    ):
+        """Initialize the trader.
+        
+        Args:
+            broker: Broker implementation to use.
+            tickers: List of tickers to trade.
+            selected_analysts: List of analysts to use.
+            model_name: LLM model name.
+            model_provider: LLM provider.
+            available_capital: Override available capital (uses broker cash if None).
+            margin_requirement: Margin requirement ratio for short positions.
+            dry_run: If True, log trades but don't execute them.
+            ignore_market_hours: If True, run even when market is closed.
+        """
+        self.broker = broker
+        self.tickers = tickers
+        self.selected_analysts = selected_analysts or []
+        self.model_name = model_name
+        self.model_provider = model_provider
+        self.available_capital = available_capital
+        self.margin_requirement = margin_requirement
+        self.dry_run = dry_run
+        self.ignore_market_hours = ignore_market_hours
+        
+        # Track our virtual portfolio for decision making
+        self.virtual_portfolio = None
+        self.last_sync_time = None
+    
+    def _map_order_to_action(self, order: Order, symbol: str) -> str:
+        """Map a broker order to our action type."""
+        if order.side == "buy":
+            # Could be buy or cover - check if we have short positions
+            current_pos = self.broker.get_position(symbol)
+            if current_pos and current_pos.side == "short":
+                return "cover"
+            else:
+                return "buy"
+        elif order.side == "sell":
+            # Could be sell or short - check if we have long positions
+            current_pos = self.broker.get_position(symbol)
+            if current_pos and current_pos.side == "long":
+                return "sell"
+            else:
+                return "short"
+        else:
+            return "unknown"
+    
+    def _close_position_and_wait(self, symbol: str, position_type: str, position_size: float) -> Order:
+        """Close existing position and wait for fill.
+        
+        Args:
+            symbol: Stock symbol
+            position_type: 'long' or 'short'
+            position_size: Number of shares to close
+            
+        Returns:
+            Order: The close order
+        """
+        if position_type == "long":
+            action_name = "close long"
+            order_side = "sell"
+        else:  # short
+            action_name = "close short"
+            order_side = "buy"
+        
+        print(f"{Fore.CYAN}Step 1: {action_name.title()} - {order_side} {position_size} shares{Style.RESET_ALL}")
+        close_order = self.broker.place_order(symbol, position_size, order_side)
+        print(f"{Fore.GREEN}Close order placed: {close_order.id}{Style.RESET_ALL}")
+        
+        # Wait for close order to fill
+        self._wait_for_order_fill(close_order.id, action_name)
+        return close_order
+    
+    def _wait_for_order_fill(self, order_id: str, action_name: str) -> None:
+        """Wait for order to fill with timeout.
+        
+        Args:
+            order_id: Order ID to monitor
+            action_name: Human-readable action name for logging
+        """
+        print(f"{Fore.CYAN}Waiting for {action_name} order to fill...{Style.RESET_ALL}")
+        max_wait_time = 30  # seconds
+        wait_time = 0
+        while wait_time < max_wait_time:
+            updated_order = self.broker.get_order(order_id)
+            if updated_order and updated_order.status == "filled":
+                print(f"{Fore.GREEN}{action_name.title()} order filled successfully{Style.RESET_ALL}")
+                return
+            time.sleep(2)
+            wait_time += 2
+        
+        print(f"{Fore.YELLOW}{action_name.title()} order still pending after {max_wait_time}s, proceeding anyway{Style.RESET_ALL}")
+    
+    def _execute_position_transition(self, symbol: str, action: str, quantity: float, 
+                                   current_long: float, current_short: float) -> Order:
+        """Execute position transition with proper sequencing.
+        
+        Args:
+            symbol: Stock symbol
+            action: Target action (buy/sell/short/cover)
+            quantity: Total quantity for the action
+            current_long: Current long position size
+            current_short: Current short position size
+            
+        Returns:
+            Order: The final order executed
+        """
+        if action == "buy" and current_short > 0:
+            # Short -> Long transition
+            print(f"{Fore.CYAN}Detected short position of {current_short} shares, splitting buy order{Style.RESET_ALL}")
+            
+            # Close short position
+            cover_quantity = min(quantity, current_short)
+            close_order = self._close_position_and_wait(symbol, "short", cover_quantity)
+            
+            # Buy remaining for long position
+            remaining_quantity = quantity - cover_quantity
+            if remaining_quantity > 0:
+                print(f"{Fore.CYAN}Step 2: Buying {remaining_quantity} additional shares for long position{Style.RESET_ALL}")
+                return self.broker.place_order(symbol, remaining_quantity, "buy")
+            else:
+                print(f"{Fore.CYAN}Short position fully covered, no additional long position needed{Style.RESET_ALL}")
+                return close_order
+                
+        elif action == "sell" and current_long > 0 and quantity > current_long:
+            # Long -> Short transition (selling more than owned)
+            print(f"{Fore.CYAN}Detected long position of {current_long} shares, splitting sell order{Style.RESET_ALL}")
+            
+            # Close long position
+            close_order = self._close_position_and_wait(symbol, "long", current_long)
+            
+            # Short sell remaining
+            remaining_quantity = quantity - current_long
+            print(f"{Fore.CYAN}Step 2: Short selling {remaining_quantity} additional shares{Style.RESET_ALL}")
+            return self.broker.place_order(symbol, remaining_quantity, "sell_short")
+            
+        elif action == "short" and current_long > 0:
+            # Long -> Short transition (close long first)
+            print(f"{Fore.CYAN}Detected long position of {current_long} shares, closing before short sale{Style.RESET_ALL}")
+            
+            # Close long position
+            self._close_position_and_wait(symbol, "long", current_long)
+            
+            # Short sell the requested quantity
+            print(f"{Fore.CYAN}Step 2: Short selling {quantity} shares{Style.RESET_ALL}")
+            return self.broker.place_order(symbol, quantity, "sell_short")
+            
+        elif action == "cover" and current_short > 0 and quantity > current_short:
+            # Short -> Long transition (covering more than short)
+            print(f"{Fore.CYAN}Detected short position of {current_short} shares, splitting cover order{Style.RESET_ALL}")
+            
+            # Cover short position
+            self._close_position_and_wait(symbol, "short", current_short)
+            
+            # Buy remaining for long position
+            remaining_quantity = quantity - current_short
+            print(f"{Fore.CYAN}Step 2: Buying {remaining_quantity} additional shares for long position{Style.RESET_ALL}")
+            return self.broker.place_order(symbol, remaining_quantity, "buy")
+            
+        else:
+            # No position transition needed - execute normal order
+            return self._execute_simple_order(symbol, action, quantity, current_long, current_short)
+    
+    def _execute_simple_order(self, symbol: str, action: str, quantity: float,
+                            current_long: float, current_short: float) -> Order | None:
+        """Execute simple order without position transitions.
+        
+        Args:
+            symbol: Stock symbol
+            action: Trading action
+            quantity: Number of shares
+            current_long: Current long position
+            current_short: Current short position
+            
+        Returns:
+            Order or None if cannot execute
+        """
+        if action == "buy":
+            return self.broker.place_order(symbol, quantity, "buy")
+        elif action == "sell":
+            if current_long > 0:
+                return self.broker.place_order(symbol, quantity, "sell")
+            else:
+                print(f"{Fore.YELLOW}Cannot sell {symbol}: no long position{Style.RESET_ALL}")
+                return None
+        elif action == "short":
+            return self.broker.place_order(symbol, quantity, "sell_short")
+        elif action == "cover":
+            if current_short > 0:
+                return self.broker.place_order(symbol, quantity, "buy")
+            else:
+                print(f"{Fore.YELLOW}Cannot cover {symbol}: no short position{Style.RESET_ALL}")
+                return None
+        else:
+            print(f"{Fore.RED}Unknown action: {action}{Style.RESET_ALL}")
+            return None
+
+    def _handle_hold_decision(self, symbol: str) -> Order | None:
+        """Handle AI decision to hold - cancel any pending orders."""
+        if self.dry_run:
+            print(f"{Fore.CYAN}DRY RUN: Would hold {symbol} (cancel any pending orders){Style.RESET_ALL}")
+            return None
+        
+        # Get pending orders and cancel them
+        pending_orders = [order for order in self.broker.get_orders() 
+                         if order.symbol == symbol and order.status in ["pending_new", "new", "accepted"]]
+        
+        if pending_orders:
+            print(f"{Fore.CYAN}AI says hold {symbol}, canceling {len(pending_orders)} pending orders{Style.RESET_ALL}")
+            for order in pending_orders:
+                action = self._map_order_to_action(order, symbol)
+                print(f"{Fore.YELLOW}Canceling pending {action} order for {order.quantity} shares{Style.RESET_ALL}")
+                if self.broker.cancel_order(order.id):
+                    print(f"{Fore.GREEN}Canceled order {order.id}{Style.RESET_ALL}")
+                else:
+                    print(f"{Fore.RED}Failed to cancel order {order.id}{Style.RESET_ALL}")
+        else:
+            print(f"{Fore.CYAN}Holding {symbol} (no pending orders to cancel){Style.RESET_ALL}")
+        
+        return None
+        
+    def connect(self) -> bool:
+        """Connect to the broker."""
+        return self.broker.connect()
+    
+    def disconnect(self) -> None:
+        """Disconnect from the broker."""
+        self.broker.disconnect()
+    
+    def sync_portfolio(self) -> None:
+        """Sync virtual portfolio with actual broker positions."""
+        # Temporarily stop progress display to show debug output
+        was_started = progress.started
+        if was_started:
+            progress.stop()
+        
+        try:
+            # Ensure broker connection is active with retry
+            max_retries = 3
+            for attempt in range(max_retries):
+                try:
+                    if not self.broker._connected:
+                        print(f"{Fore.YELLOW}Reconnecting to broker (attempt {attempt + 1})...{Style.RESET_ALL}")
+                        self.broker.connect()
+                    
+                    account = self.broker.get_account()
+                    positions = self.broker.get_positions()
+                    pending_orders = self.broker.get_orders() if not self.dry_run else []
+                    break  # Success, exit retry loop
+                    
+                except Exception as e:
+                    if attempt < max_retries - 1:
+                        print(f"{Fore.YELLOW}Connection failed, retrying in 5 seconds... ({e}){Style.RESET_ALL}")
+                        time.sleep(5)
+                        self.broker._connected = False  # Force reconnection
+                    else:
+                        raise  # Re-raise if all retries failed
+            
+            # Create virtual portfolio structure similar to backtester
+            # Use limited capital if specified, but keep the account's margin capability
+            actual_cash = account.cash
+            limited_cash = self.available_capital if self.available_capital is not None else actual_cash
+            
+            # Calculate the fraction of available capital we're using
+            capital_fraction = limited_cash / actual_cash if actual_cash > 0 else 1.0
+            
+            self.virtual_portfolio = {
+                "cash": limited_cash,
+                "margin_requirement": self.margin_requirement if self.margin_requirement is not None else self.broker.get_margin_requirement(),
+                "margin_used": account.initial_margin * capital_fraction,  # Scale margin usage proportionally
+                "positions": {},
+                "realized_gains": {},
+                "pending_orders": {}  # Track pending orders
+            }
+            
+            # Initialize all tickers
+            for ticker in self.tickers:
+                self.virtual_portfolio["positions"][ticker] = {
+                    "long": 0,
+                    "short": 0,
+                    "long_cost_basis": 0.0,
+                    "short_cost_basis": 0.0,
+                    "short_margin_used": 0.0,
+                }
+                self.virtual_portfolio["realized_gains"][ticker] = {
+                    "long": 0.0,
+                    "short": 0.0,
+                }
+                self.virtual_portfolio["pending_orders"][ticker] = {
+                    "buy": 0,
+                    "sell": 0,
+                    "short": 0,
+                    "cover": 0,
+                }
+            
+            # Update with actual positions
+            print(f"{Fore.YELLOW}DEBUG: Syncing {len(positions)} positions from broker{Style.RESET_ALL}")
+            for position in positions:
+                print(f"DEBUG: Position {position.symbol}: {position.side} {position.quantity} shares")
+                if position.symbol in self.virtual_portfolio["positions"]:
+                    if position.side == "long":
+                        self.virtual_portfolio["positions"][position.symbol]["long"] = position.quantity
+                        self.virtual_portfolio["positions"][position.symbol]["long_cost_basis"] = position.avg_entry_price
+                        print(f"DEBUG: Updated {position.symbol} long: {position.quantity} shares")
+                    else:  # short
+                        self.virtual_portfolio["positions"][position.symbol]["short"] = position.quantity
+                        self.virtual_portfolio["positions"][position.symbol]["short_cost_basis"] = position.avg_entry_price
+                        print(f"DEBUG: Updated {position.symbol} short: {position.quantity} shares")
+                else:
+                    print(f"DEBUG: Skipping {position.symbol} - not in tickers list")
+            
+            # Debug: Show what the virtual portfolio looks like after sync
+            print(f"{Fore.YELLOW}DEBUG: Virtual portfolio positions after sync:{Style.RESET_ALL}")
+            for ticker in self.tickers:
+                pos = self.virtual_portfolio["positions"][ticker]
+                print(f"  {ticker}: long={pos['long']}, short={pos['short']}")
+            
+            # Track pending orders
+            for order in pending_orders:
+                if order.symbol in self.virtual_portfolio["pending_orders"] and order.status in ["pending_new", "new", "accepted"]:
+                    # Map order sides to our action types
+                    if order.side == "buy":
+                        action = "buy"
+                    elif order.side == "sell":
+                        # Need to determine if this is a sell or cover based on current position
+                        current_pos = self.virtual_portfolio["positions"].get(order.symbol, {})
+                        if current_pos.get("short", 0) > 0:
+                            action = "cover"
+                        else:
+                            action = "sell"
+                    else:
+                        action = "short"  # sell_short
+                    
+                    self.virtual_portfolio["pending_orders"][order.symbol][action] += order.quantity
+                    print(f"{Fore.CYAN}Found pending {action} order for {order.symbol}: {order.quantity} shares{Style.RESET_ALL}")
+            
+            self.last_sync_time = datetime.now()
+            print(f"{Fore.GREEN}Portfolio synced with broker{Style.RESET_ALL}")
+            
+        except Exception as e:
+            logger.error(f"Failed to sync portfolio: {e}")
+            print(f"{Fore.RED}Failed to sync portfolio: {e}{Style.RESET_ALL}")
+            raise
+        finally:
+            # Restart progress display if it was running
+            if was_started:
+                progress.start()
+    
+    def get_hedge_fund_decisions(self) -> dict:
+        """Get trading decisions from the AI hedge fund."""
+        if not self.virtual_portfolio:
+            raise RuntimeError("Portfolio not synced. Call sync_portfolio() first.")
+        
+        # Use 30-day lookback period
+        end_date = datetime.now().strftime("%Y-%m-%d")
+        start_date = (datetime.now() - timedelta(days=30)).strftime("%Y-%m-%d")
+        
+        print(f"{Fore.CYAN}Getting AI hedge fund decisions...{Style.RESET_ALL}")
+        
+        try:
+            result = run_hedge_fund(
+                tickers=self.tickers,
+                start_date=start_date,
+                end_date=end_date,
+                portfolio=self.virtual_portfolio,
+                show_reasoning=False,
+                selected_analysts=self.selected_analysts,
+                model_name=self.model_name,
+                model_provider=self.model_provider,
+            )
+            
+            return result
+            
+        except Exception as e:
+            logger.error(f"Failed to get hedge fund decisions: {e}")
+            print(f"{Fore.RED}Failed to get hedge fund decisions: {e}{Style.RESET_ALL}")
+            raise
+    
+    def calculate_position_size(self, symbol: str, decision: dict) -> float:
+        """Get position size from AI decision (Risk Management Agent handles sizing)."""
+        if not self.virtual_portfolio:
+            raise RuntimeError("Portfolio not synced")
+        
+        # Trust the Risk Management Agent - just return what it calculated
+        requested_quantity = decision.get("quantity", 0)
+        return int(requested_quantity) if requested_quantity > 0 else 0
+    
+    def execute_trade(self, symbol: str, decision: dict) -> Order | None:
+        """Execute a single trade based on AI decision."""
+        action = decision.get("action", "hold")
+        
+        if action == "hold":
+            return self._handle_hold_decision(symbol)
+        
+        # Calculate position size
+        quantity = self.calculate_position_size(symbol, decision)
+        if quantity <= 0:
+            print(f"{Fore.YELLOW}Skipping {symbol}: quantity too small{Style.RESET_ALL}")
+            return None
+        
+        # Check for existing pending orders and handle them
+        if not self.dry_run:
+            existing_orders = [order for order in self.broker.get_orders() 
+                             if order.symbol == symbol and order.status in ["pending_new", "new", "accepted"]]
+            
+            for existing_order in existing_orders:
+                # Determine the action of the existing order
+                existing_action = self._map_order_to_action(existing_order, symbol)
+                
+                # If same action and same quantity, skip
+                if existing_action == action and existing_order.quantity == quantity:
+                    print(f"{Fore.CYAN}Skipping {symbol}: Identical {action} order for {quantity} shares already pending{Style.RESET_ALL}")
+                    return None
+                
+                # Different action or quantity - cancel the existing order
+                print(f"{Fore.YELLOW}Canceling existing {existing_action} order for {existing_order.quantity} shares to place new {action} order for {quantity} shares{Style.RESET_ALL}")
+                if self.broker.cancel_order(existing_order.id):
+                    print(f"{Fore.GREEN}Canceled order {existing_order.id}{Style.RESET_ALL}")
+                else:
+                    print(f"{Fore.RED}Failed to cancel order {existing_order.id}{Style.RESET_ALL}")
+        
+        # Get current position
+        current_position = self.broker.get_position(symbol)
+        current_long = current_position.quantity if current_position and current_position.side == "long" else 0
+        current_short = current_position.quantity if current_position and current_position.side == "short" else 0
+        
+        print(f"{Fore.CYAN}Executing {action} {quantity} shares of {symbol}{Style.RESET_ALL}")
+        
+        if self.dry_run:
+            print(f"{Fore.YELLOW}DRY RUN: Would {action} {quantity} shares of {symbol} at current price{Style.RESET_ALL}")
+            # Create a mock order for dry run
+            return Order(
+                id=f"DRY_RUN_{symbol}_{action}_{int(time.time())}",
+                symbol=symbol,
+                quantity=quantity,
+                side=action,
+                order_type="market",
+                status="filled",
+                filled_price=0.0,  # Would need current price in real scenario
+                filled_quantity=quantity
+            )
+        
+        try:
+            # Double-check dry run protection
+            if self.dry_run:
+                print(f"{Fore.RED}ERROR: Attempted to place real order in dry-run mode! This should not happen.{Style.RESET_ALL}")
+                return None
+            
+            # Execute order with smart position transition handling
+            order = self._execute_position_transition(symbol, action, quantity, current_long, current_short)
+            
+            if order:
+                print(f"{Fore.GREEN}Order placed: {order.id} - {action} {order.quantity} {symbol}{Style.RESET_ALL}")
+            return order
+            
+        except Exception as e:
+            logger.error(f"Failed to execute trade for {symbol}: {e}")
+            print(f"{Fore.RED}Failed to execute trade for {symbol}: {e}{Style.RESET_ALL}")
+            return None
+    
+    def run_trading_session(self) -> None:
+        """Run a single trading session."""
+        print(f"{Fore.BLUE}{'='*50}")
+        print(f"Starting trading session at {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}")
+        print(f"{'='*50}{Style.RESET_ALL}")
+        
+        if self.dry_run:
+            print(f"{Fore.YELLOW}🔄 DRY RUN MODE - No real trades will be executed{Style.RESET_ALL}")
+        
+        try:
+            # Check if market is open (unless ignoring market hours)
+            if not self.ignore_market_hours and not self.broker.is_market_open():
+                print(f"{Fore.YELLOW}Market is closed. Skipping trading session.{Style.RESET_ALL}")
+                print(f"{Fore.CYAN}Use --ignore-market-hours to run anyway{Style.RESET_ALL}")
+                return
+            elif self.ignore_market_hours and not self.broker.is_market_open():
+                print(f"{Fore.YELLOW}Market is closed, but ignoring market hours as requested{Style.RESET_ALL}")
+            
+            # Sync portfolio with broker
+            print(f"{Fore.CYAN}DEBUG: About to sync portfolio...{Style.RESET_ALL}")
+            self.sync_portfolio()
+            print(f"{Fore.CYAN}DEBUG: Portfolio sync completed{Style.RESET_ALL}")
+            
+            # Get AI decisions
+            result = self.get_hedge_fund_decisions()
+            decisions = result.get("decisions", {})
+            analyst_signals = result.get("analyst_signals", {})
+            
+            # Display decisions
+            print(f"\n{Fore.WHITE}{Style.BRIGHT}AI HEDGE FUND DECISIONS:{Style.RESET_ALL}")
+            for ticker, decision in decisions.items():
+                action = decision.get("action", "hold")
+                quantity = decision.get("quantity", 0)
+                reasoning = decision.get("reasoning", "No reasoning provided")
+                
+                color = {
+                    "buy": Fore.GREEN,
+                    "sell": Fore.RED,
+                    "short": Fore.MAGENTA,
+                    "cover": Fore.CYAN,
+                    "hold": Fore.YELLOW
+                }.get(action, Fore.WHITE)
+                
+                print(f"{color}{ticker}: {action.upper()} {quantity} shares{Style.RESET_ALL}")
+                print(f"  Reasoning: {reasoning[:100]}...")
+            
+            # Execute trades
+            executed_orders = []
+            print(f"\n{Fore.WHITE}{Style.BRIGHT}EXECUTING TRADES:{Style.RESET_ALL}")
+            
+            for ticker, decision in decisions.items():
+                order = self.execute_trade(ticker, decision)
+                if order:
+                    executed_orders.append(order)
+            
+            # Wait for orders to fill (basic implementation)
+            if executed_orders and not self.dry_run:
+                print(f"\n{Fore.CYAN}Monitoring order execution...{Style.RESET_ALL}")
+                time.sleep(5)  # Wait a bit for market orders to fill
+                
+                for order in executed_orders:
+                    updated_order = self.broker.get_order(order.id)
+                    if updated_order:
+                        status_color = Fore.GREEN if updated_order.status == "filled" else Fore.YELLOW
+                        print(f"{status_color}Order {order.id}: {updated_order.status}{Style.RESET_ALL}")
+            
+            print(f"\n{Fore.GREEN}Trading session completed{Style.RESET_ALL}")
+            sys.stdout.flush()
+            
+        except Exception as e:
+            logger.error(f"Trading session failed: {e}")
+            print(f"{Fore.RED}Trading session failed: {e}{Style.RESET_ALL}")
+    
+    def run_continuous_trading(self, interval_minutes: int = 60) -> None:
+        """Run continuous trading with specified interval."""
+        print(f"{Fore.BLUE}Starting continuous trading (interval: {interval_minutes} minutes){Style.RESET_ALL}")
+        
+        try:
+            while True:
+                self.run_trading_session()
+                
+                print(f"\n{Fore.CYAN}Waiting {interval_minutes} minutes until next session...{Style.RESET_ALL}")
+                time.sleep(interval_minutes * 60)
+                
+        except KeyboardInterrupt:
+            print(f"\n{Fore.YELLOW}Trading stopped by user{Style.RESET_ALL}")
+        except Exception as e:
+            logger.error(f"Continuous trading failed: {e}")
+            print(f"{Fore.RED}Continuous trading failed: {e}{Style.RESET_ALL}")
+    
+    def print_portfolio_summary(self) -> None:
+        """Print current portfolio summary."""
+        try:
+            account = self.broker.get_account()
+            positions = self.broker.get_positions()
+            pending_orders = self.broker.get_orders(status="pending_new") if not self.dry_run else []
+            open_orders = self.broker.get_orders() if not self.dry_run else []
+            
+            print(f"\n{Fore.WHITE}{Style.BRIGHT}PORTFOLIO SUMMARY:{Style.RESET_ALL}")
+            print(f"Portfolio Value: ${account.portfolio_value:,.2f}")
+            print(f"Cash: ${account.cash:,.2f}")
+            print(f"Buying Power: ${account.buying_power:,.2f}")
+            print(f"Day Trade Count: {account.day_trade_count}")
+            
+            if positions:
+                print(f"\n{Fore.WHITE}{Style.BRIGHT}POSITIONS:{Style.RESET_ALL}")
+                for pos in positions:
+                    color = Fore.GREEN if pos.unrealized_pnl >= 0 else Fore.RED
+                    print(f"{pos.symbol}: {pos.side} {pos.quantity:,.0f} shares @ ${pos.avg_entry_price:.2f}")
+                    print(f"  Market Value: ${pos.market_value:,.2f}")
+                    print(f"  {color}Unrealized P&L: ${pos.unrealized_pnl:,.2f}{Style.RESET_ALL}")
+            else:
+                print(f"\n{Fore.YELLOW}No open positions{Style.RESET_ALL}")
+            
+            # Show pending/open orders
+            if open_orders:
+                print(f"\n{Fore.WHITE}{Style.BRIGHT}ORDERS:{Style.RESET_ALL}")
+                for order in open_orders:
+                    status_color = {
+                        "pending_new": Fore.YELLOW,
+                        "new": Fore.CYAN,
+                        "partially_filled": Fore.BLUE,
+                        "filled": Fore.GREEN,
+                        "done_for_day": Fore.MAGENTA,
+                        "canceled": Fore.RED,
+                        "expired": Fore.RED,
+                        "replaced": Fore.YELLOW,
+                        "pending_cancel": Fore.YELLOW,
+                        "pending_replace": Fore.YELLOW,
+                        "accepted": Fore.CYAN,
+                        "accepted_for_bidding": Fore.CYAN,
+                        "stopped": Fore.RED,
+                        "rejected": Fore.RED,
+                        "suspended": Fore.RED
+                    }.get(order.status, Fore.WHITE)
+                    
+                    print(f"{order.symbol}: {status_color}{order.status.upper()}{Style.RESET_ALL} - {order.side} {order.quantity} @ {order.order_type}")
+                    print(f"  Order ID: {order.id}")
+                    if order.submitted_at:
+                        print(f"  Submitted: {order.submitted_at.strftime('%Y-%m-%d %H:%M:%S')}")
+                    if order.filled_quantity and order.filled_quantity > 0:
+                        print(f"  Filled: {order.filled_quantity}/{order.quantity} @ ${order.filled_price:.2f}")
+            else:
+                print(f"\n{Fore.YELLOW}No pending orders{Style.RESET_ALL}")
+                
+        except Exception as e:
+            logger.error(f"Failed to get portfolio summary: {e}")
+            print(f"{Fore.RED}Failed to get portfolio summary: {e}{Style.RESET_ALL}")
+
+
+def create_trader(
+    tickers: list[str],
+    selected_analysts: list[str] = None,
+    model_name: str = "gpt-4o",
+    model_provider: str = "OpenAI",
+    available_capital: float = None,
+    margin_requirement: float = None,
+    dry_run: bool = False,
+    ignore_market_hours: bool = False
+) -> Trader:
+    """Create a configured trader instance.
+    
+    Args:
+        tickers: List of tickers to trade.
+        selected_analysts: List of analysts to use.
+        model_name: LLM model name.
+        model_provider: LLM provider.
+        available_capital: Override available capital (uses broker cash if None).
+        margin_requirement: Margin requirement ratio for short positions.
+        dry_run: If True, log trades but don't execute them.
+        ignore_market_hours: If True, run even when market is closed.
+        
+    Returns:
+        Trader: Configured trader instance.
+    """
+    broker = AlpacaBroker()  # Will read ALPACA_PAPER from environment
+    
+    return Trader(
+        broker=broker,
+        tickers=tickers,
+        selected_analysts=selected_analysts,
+        model_name=model_name,
+        model_provider=model_provider,
+        available_capital=available_capital,
+        margin_requirement=margin_requirement,
+        dry_run=dry_run,
+        ignore_market_hours=ignore_market_hours
+    )
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