diff --git a/uv.lock b/uv.lock
index 2c183adb..5925f296 100644
--- a/uv.lock
+++ b/uv.lock
@@ -240,7 +240,7 @@ name = "click"
 version = "8.1.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "colorama", marker = "platform_system == 'Windows'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 }
 wheels = [
@@ -1645,7 +1645,7 @@ wheels = [
 
 [[package]]
 name = "paper-qa"
-version = "5.9.3.dev9+ge41bba1"
+version = "5.10.2.dev15+ge404996"
 source = { editable = "." }
 dependencies = [
     { name = "aiohttp" },
@@ -1717,7 +1717,31 @@ zotero = [
 
 [package.dev-dependencies]
 dev = [
-    { name = "paper-qa", extra = ["dev"] },
+    { name = "datasets" },
+    { name = "ipython" },
+    { name = "ldp" },
+    { name = "mypy" },
+    { name = "pandas-stubs" },
+    { name = "pre-commit" },
+    { name = "pydantic" },
+    { name = "pylint-pydantic" },
+    { name = "pytest" },
+    { name = "pytest-asyncio" },
+    { name = "pytest-recording" },
+    { name = "pytest-rerunfailures" },
+    { name = "pytest-subtests" },
+    { name = "pytest-sugar" },
+    { name = "pytest-timer", extra = ["colorama"] },
+    { name = "pytest-xdist" },
+    { name = "python-dotenv" },
+    { name = "pyzotero" },
+    { name = "qdrant-client" },
+    { name = "refurb" },
+    { name = "sentence-transformers" },
+    { name = "typeguard" },
+    { name = "types-pyyaml" },
+    { name = "types-setuptools" },
+    { name = "vcrpy" },
 ]
 
 [package.metadata]
@@ -1725,7 +1749,7 @@ requires-dist = [
     { name = "aiohttp", specifier = ">=3.10.6" },
     { name = "anyio" },
     { name = "datasets", marker = "extra == 'datasets'" },
-    { name = "fh-llm-client", specifier = ">=0.0.3" },
+    { name = "fh-llm-client", specifier = ">=0.0.7" },
     { name = "fhaviary", extras = ["llm"], specifier = ">=0.14" },
     { name = "html2text" },
     { name = "httpx" },
@@ -1862,7 +1886,7 @@ name = "portalocker"
 version = "2.10.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pywin32", marker = "sys_platform == 'win32'" },
+    { name = "pywin32", marker = "platform_system == 'Windows'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/ed/d3/c6c64067759e87af98cc668c1cc75171347d0f1577fab7ca3749134e3cd4/portalocker-2.10.1.tar.gz", hash = "sha256:ef1bf844e878ab08aee7e40184156e1151f228f103aa5c6bd0724cc330960f8f", size = 40891 }
 wheels = [
@@ -2172,7 +2196,7 @@ name = "pympler"
 version = "1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pywin32", marker = "sys_platform == 'win32'" },
+    { name = "pywin32", marker = "platform_system == 'Windows'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/dd/37/c384631908029676d8e7213dd956bb686af303a80db7afbc9be36bc49495/pympler-1.1.tar.gz", hash = "sha256:1eaa867cb8992c218430f1708fdaccda53df064144d1c5656b1e6f1ee6000424", size = 179954 }
 wheels = [
@@ -2944,21 +2968,21 @@ dependencies = [
     { name = "fsspec" },
     { name = "jinja2" },
     { name = "networkx" },
-    { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cusolver-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-cusparse-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-nccl-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-nvjitlink-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
-    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cuda-runtime-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cudnn-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cufft-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-curand-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cusolver-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-cusparse-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-nccl-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-nvjitlink-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
+    { name = "nvidia-nvtx-cu12", marker = "platform_machine == 'x86_64' and platform_system == 'Linux'" },
     { name = "setuptools", marker = "python_full_version >= '3.12'" },
     { name = "sympy" },
-    { name = "triton", marker = "python_full_version < '3.13' and platform_machine == 'x86_64' and sys_platform == 'linux'" },
+    { name = "triton", marker = "python_full_version < '3.13' and platform_machine == 'x86_64' and platform_system == 'Linux'" },
     { name = "typing-extensions" },
 ]
 wheels = [
@@ -2978,7 +3002,7 @@ name = "tqdm"
 version = "4.67.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "colorama", marker = "sys_platform == 'win32'" },
+    { name = "colorama", marker = "platform_system == 'Windows'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a8/4b/29b4ef32e036bb34e4ab51796dd745cdba7ed47ad142a9f4a1eb8e0c744d/tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2", size = 169737 }
 wheels = [