diff --git a/poetry.lock b/poetry.lock
index 264d6941..c5ade07e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2431,6 +2431,9 @@ files = [
     {file = "lingua_language_detector-2.0.2-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:51adc3ac5c39a1d245394e6f02a197896e380b908642f4a19bef7554029f6437"},
     {file = "lingua_language_detector-2.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:013a57405ce9b5d03250fc50cd09b10122f21398851c4ecce98647fe7585b5f4"},
     {file = "lingua_language_detector-2.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d24190b5e75c466fe3117310aeae2d11e30e62dfb531c288a85b9b6ab11c94e2"},
+    {file = "lingua_language_detector-2.0.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:4e162f9aa34c4f78bc48a69b557b58f783e1ee1dd369e99ab7d2b14bdac3447f"},
+    {file = "lingua_language_detector-2.0.2-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:a8092529499ab8bb1beece1a9f4c241b1d0c3ab6c36b181833c4107b81ae5d1d"},
+    {file = "lingua_language_detector-2.0.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:ce3233f1c05c623eafdbfb751bd8ac47e20c4bfd744ba6dda5d5c47db7149425"},
     {file = "lingua_language_detector-2.0.2-cp310-none-win32.whl", hash = "sha256:ffa8eff2bbfbf80469a6c4ee3864ccfd4dc7150717e9a1abcf4580b354ccea10"},
     {file = "lingua_language_detector-2.0.2-cp310-none-win_amd64.whl", hash = "sha256:745befc3a1e4c9510d00ad34cac206b678944257fc8b5c1cd7b512310cd7fdbd"},
     {file = "lingua_language_detector-2.0.2-cp311-cp311-macosx_10_7_x86_64.whl", hash = "sha256:14216ee3aeb0c9ab6a5665d71a1399653fe635ed66f208165ed67346feeb2a5c"},
@@ -2438,6 +2441,9 @@ files = [
     {file = "lingua_language_detector-2.0.2-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:a7ae33db037acb47c6517a938885dab4b8bf14e6d6b27a9fa7e237e8680babbc"},
     {file = "lingua_language_detector-2.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d6b22ad7d05db4ae6ef8ff127ccee2afb456941ddd781dc8675f110f77de8337"},
     {file = "lingua_language_detector-2.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d39aa5ca1b2d51aee46c7c96fa7ad0463dd2471a1b9827019b71fa367c918be"},
+    {file = "lingua_language_detector-2.0.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d1502bb5e33a9f535b735cb8a898d96b81a63d19a1d2143f76e3b1ae7b7651ae"},
+    {file = "lingua_language_detector-2.0.2-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:d72a650be1c44e69dacac26aa7ab354790f95191bc830b3d43ab32ec71388a25"},
+    {file = "lingua_language_detector-2.0.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:2c9588ed7e1dfbe06190d6946cd0a9c0f4f22018f09dc37bb6ac686bcfd67907"},
     {file = "lingua_language_detector-2.0.2-cp311-none-win32.whl", hash = "sha256:c0a9fcaaf3a05b7b0b199414bfcdfc06a90b6779bfc37f784fafd45a0dad3201"},
     {file = "lingua_language_detector-2.0.2-cp311-none-win_amd64.whl", hash = "sha256:7ca5e4643cbb229c4eaae198458a5fafdeb812576edb3a160a5c2e4951d3cd1c"},
     {file = "lingua_language_detector-2.0.2-cp312-cp312-macosx_10_7_x86_64.whl", hash = "sha256:f5abfba01b9d1d4e23c647871203692f6e14cbd41a5d99a19ae3504e987a175c"},
@@ -2445,6 +2451,9 @@ files = [
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     {file = "lingua_language_detector-2.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ed54511cc9e4bb721c7f0530870494918985fabf3a30c1fe9a26649416ed83c7"},
     {file = "lingua_language_detector-2.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f1571a68601a60b3eaf246ce9c2ad7b9d515609116f3a01c7536f20e2f9e7437"},
+    {file = "lingua_language_detector-2.0.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:652936f5e109784528f643062c704ad02572994cf05cfb7c609f96f0ae6259ed"},
+    {file = "lingua_language_detector-2.0.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5fcc06b49c65cf6083afc7b6bd6ea26a43da8107d849842e4647a19c0ce68f66"},
+    {file = "lingua_language_detector-2.0.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:9012c74eea7d07c63c47fceaa3a6bc1e216954107b08beb421b64c717912be0d"},
     {file = "lingua_language_detector-2.0.2-cp312-none-win32.whl", hash = "sha256:9a256aadabf76a915910dd430724592f417942a443dc980a325a154c3f93f547"},
     {file = "lingua_language_detector-2.0.2-cp312-none-win_amd64.whl", hash = "sha256:72866175ff3d78b3d9244932ffbbb731471bca3758a2a825c60331ecdfb10851"},
     {file = "lingua_language_detector-2.0.2-cp38-cp38-macosx_10_7_x86_64.whl", hash = "sha256:99e59214d7f9a7f11f812b416cabfccfcdb6bc52a0cf67aa59f4d984d5e1296f"},
@@ -2452,6 +2461,9 @@ files = [
     {file = "lingua_language_detector-2.0.2-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:b30bd3e63d8f0df6527b626c6eaf3836427ebf67dbdd527affbcedad0aa62cc4"},
     {file = "lingua_language_detector-2.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bc34b9331fc2ded8a78610ac406fa0cb4772a43d6280ee7830cb507ff78a9d5"},
     {file = "lingua_language_detector-2.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06b75e2669df01fc49429a586aada9b316d0142aa5e1fcb692efe679c0beaef4"},
+    {file = "lingua_language_detector-2.0.2-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:acc85b33c2f5faa46c1f49d184b990c8e6ef9b8d9aabcc720a2f018c2392de44"},
+    {file = "lingua_language_detector-2.0.2-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:f1fd7d870148dcc73f871f05ad321884efb08d26325ffb5d2a12b03ab9d25043"},
+    {file = "lingua_language_detector-2.0.2-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:bd4ee12cb7e8e6b6a201617d2a45b5ca6bbae0c29396326ab247f574997f556b"},
     {file = "lingua_language_detector-2.0.2-cp38-none-win32.whl", hash = "sha256:d9cf3b724c422c9902c8370c20725e321df5d6a53f98cba7210c02cd5d0fcb30"},
     {file = "lingua_language_detector-2.0.2-cp38-none-win_amd64.whl", hash = "sha256:278fa16dcb6b595daae796606dade38f80bcbf630f4816489a3ce0d719a71214"},
     {file = "lingua_language_detector-2.0.2-cp39-cp39-macosx_10_7_x86_64.whl", hash = "sha256:c568d1bc24ccf61a76d3b181139dbc519180f14e2eca437ba1e10a62efaf9e4a"},
@@ -2459,6 +2471,9 @@ files = [
     {file = "lingua_language_detector-2.0.2-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:815f3290ab251907e142b82969a1d251c1c03d9ec2c71c8fbe5dc87f46152590"},
     {file = "lingua_language_detector-2.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:01b69fc794474611978bbc922cbff154ef390287df47c1a48699c589a78587a2"},
     {file = "lingua_language_detector-2.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:40629aeac21a3cbc6ea45b925c6adab66badd6c9fc1885285f2aa27658b86157"},
+    {file = "lingua_language_detector-2.0.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:15beab4230e16c38cc88e50548076943e960476b2681e9873d764770173c1d3d"},
+    {file = "lingua_language_detector-2.0.2-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:c2f788707484686e584e947bbc526fae13759c2bcfe57d8076e3b20c2278d0e0"},
+    {file = "lingua_language_detector-2.0.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:daf792f938601d161e93ab8c46b0aee2facc187c2bb9e87a4ee314d7fc7471a1"},
     {file = "lingua_language_detector-2.0.2-cp39-none-win32.whl", hash = "sha256:183c335b8f73286bb67a8a1a780145335af7fd03cc4e4de926da792d1ed120fe"},
     {file = "lingua_language_detector-2.0.2-cp39-none-win_amd64.whl", hash = "sha256:48203ec1fbd6be0b6af3888b9494d543b86f3cf8de6f9b1cd08867fa12cd673c"},
     {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-macosx_10_7_x86_64.whl", hash = "sha256:fc6f2548fe6aa94ac0a0868cd67b468dc6b03982ecb9d6d04aeb6716d45995c2"},
@@ -2466,16 +2481,25 @@ files = [
     {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:aa499e82d66e12a242f51de51517d86e4cf0969c29379a9bae16a12853519c80"},
     {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9eb520f8de3906db10df68c4dcd48c5ed9a3c6eb593d3d94a9875627eead010a"},
     {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ccb2aa354d659abddcaa067bc403fc32549d1f531ce99b5d4d336b7c796ed111"},
+    {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:1eeb4390c7b2b570013bbcbfb2292beda4b60e6c22631b27937160814fa38f8d"},
+    {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-musllinux_1_2_i686.whl", hash = "sha256:8286b031302e32ac7a81d4f4f0a379b8ce1031422424eba3b1c8d721b956c4cb"},
+    {file = "lingua_language_detector-2.0.2-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:3d2e8a34e4d9830714f1de6728eec182a36d243f038d1b7b71a29cc63408ad2d"},
     {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-macosx_10_7_x86_64.whl", hash = "sha256:d012d95f863c627d4a57a69084ec768a7add7d8ca5f87eb0b51b05d7f4b17232"},
     {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:9d26936378cf2d8c081be332f60d5b1b7e6ead66986cff85df00105f146f8aa2"},
     {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:d4115466f8dc4e63b6dc71fdd17ac39bc5ab334a0f2567237cff5a9f7515655c"},
     {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ade311c8f7f419e4ad79065b5d757a49550131fc3b18fccb76cb949c562e0705"},
     {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4e861e49e75d37d26eb5c62c384b473d0641390b5f5f52c5ca30667b6573425"},
+    {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:9fd26d458356942db1d92b2951f9f6fa3aca0ef843a939c2cdcd8779a5148912"},
+    {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-musllinux_1_2_i686.whl", hash = "sha256:80eaaf6db600303665ab13c582c7818894e28270fee1e1d6af2a36ccc4d5095a"},
+    {file = "lingua_language_detector-2.0.2-pp38-pypy38_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:eb5dc7f0f867e52cc66b2fee861f7442f95a6be7fdca84fc375b8d57b2cae008"},
     {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-macosx_10_7_x86_64.whl", hash = "sha256:0b5415d527be8e8ef9216c8d5aab8cc8e5271361342777a39133ca7e0e5e9944"},
     {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:796ba624c026ef978819d124d0d47685f2aeeec5b92315827187126347e7f406"},
     {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:b4c164c7c9e0a151a986ab52668f57e3de265f0b04fb804a8ff2a5cb8a2fd83d"},
     {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ac1ca58c8b273ac3ea1a0aa5dccb613c4539b1e4eaf236b565836898a70bd03d"},
     {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ae33435d749478623466aa6315917432de9114226ad0faa7dc02b5bf42faae77"},
+    {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:177fd7d5073a96b885daa2059c55d19a306550fed7aadafcfd3037cd8ce44ae1"},
+    {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:c7d1ea36a200f5d7e72eca06a3f1648dcd15fa482bf3b075ec3ef90ed57120a0"},
+    {file = "lingua_language_detector-2.0.2-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:436de99680cbe4418295f961d82958bed76c029ab10696a4c46ce0b8d33e369c"},
 ]
 
 [package.extras]
@@ -4622,13 +4646,13 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qdrant-client"
-version = "1.12.0"
+version = "1.12.1"
 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "qdrant_client-1.12.0-py3-none-any.whl", hash = "sha256:6db5ac1e244272f8b67e9dbc0da557816efef6f919cd8ee134469c751fe72c03"},
-    {file = "qdrant_client-1.12.0.tar.gz", hash = "sha256:f443db39988aa6ff7c7a605770084ddaca8fdb5f8b22f77c10e661bdf0974cda"},
+    {file = "qdrant_client-1.12.1-py3-none-any.whl", hash = "sha256:b2d17ce18e9e767471368380dd3bbc4a0e3a0e2061fedc9af3542084b48451e0"},
+    {file = "qdrant_client-1.12.1.tar.gz", hash = "sha256:35e8e646f75b7b883b3d2d0ee4c69c5301000bba41c82aa546e985db0f1aeb72"},
 ]
 
 [package.dependencies]
@@ -6272,4 +6296,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.13"
-content-hash = "677e8633829d919ded7620bf111bd2fd6c14393f70f1ef960ccf5fd34699bee0"
+content-hash = "d433b656086c5dfa4bdbf35765670cb85fa272918e3d0575dbd39ae931dfedc7"
diff --git a/pyproject.toml b/pyproject.toml
index c9d419e0..d8bb0fe4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ pydantic = "2.9.*"
 aleph-alpha-client = ">=7.1.0"
 python-dotenv = "*"
 semantic-text-splitter = "^0.18.1"
-qdrant-client = "^1.12.0"
+qdrant-client = "^1.12.1"
 rich = "^13.9.3"
 datasets = "^3.0.2"
 requests = "^2.32.3"