diff --git a/Pipfile b/Pipfile
index 42f46109..b51ef53d 100644
--- a/Pipfile
+++ b/Pipfile
@@ -9,13 +9,13 @@ azure-keyvault-secrets = "==4.7.0"
 beautifulsoup4 = "==4.12.2"
 openai = "==0.28.1"
 fastapi = "==0.104.1"
-uvicorn = "==0.24.0.post1"
+uvicorn = "==0.27.1"
 asyncio = "==3.4.3"
 pydantic-settings = "==2.1.0"
 python-dotenv = "==1.0.0"
-langchain = "==0.0.329"
+langchain = "==0.1.6"
 requests = "==2.31.0"
-qdrant-client = "==1.6.9"
+qdrant-client = "==1.7.3"
 settus = "==0.0.9"
 httpx = "==0.26.0"
 
@@ -23,10 +23,10 @@ httpx = "==0.26.0"
 pytest = "==7.4.4"
 pytest-cov = "==4.1.0"
 pytest-azurepipelines = "==1.0.5"
-isort = "==5.12.0"
-black = "==23.11.0"
+isort = "==5.13.2"
+black = "==23.12.1"
 flake8 = "==6.1.0"
-pre-commit = "==3.5.0"
+pre-commit = "==3.6.1"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index 32c88ec9..f223abdb 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "125db02d77f9510a7b79ed7caef6e7180bc900325b328f295863e583adc4737b"
+            "sha256": "4ab641d4c24bce5cb1456e3771085630e72f6937473ebd81a0cf9199b7918999"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,85 +18,85 @@
     "default": {
         "aiohttp": {
             "hashes": [
-                "sha256:02ab6006ec3c3463b528374c4cdce86434e7b89ad355e7bf29e2f16b46c7dd6f",
-                "sha256:04fa38875e53eb7e354ece1607b1d2fdee2d175ea4e4d745f6ec9f751fe20c7c",
-                "sha256:0b0a6a36ed7e164c6df1e18ee47afbd1990ce47cb428739d6c99aaabfaf1b3af",
-                "sha256:0d406b01a9f5a7e232d1b0d161b40c05275ffbcbd772dc18c1d5a570961a1ca4",
-                "sha256:0e49b08eafa4f5707ecfb321ab9592717a319e37938e301d462f79b4e860c32a",
-                "sha256:0e7ba7ff228c0d9a2cd66194e90f2bca6e0abca810b786901a569c0de082f489",
-                "sha256:11cb254e397a82efb1805d12561e80124928e04e9c4483587ce7390b3866d213",
-                "sha256:11ff168d752cb41e8492817e10fb4f85828f6a0142b9726a30c27c35a1835f01",
-                "sha256:176df045597e674fa950bf5ae536be85699e04cea68fa3a616cf75e413737eb5",
-                "sha256:219a16763dc0294842188ac8a12262b5671817042b35d45e44fd0a697d8c8361",
-                "sha256:22698f01ff5653fe66d16ffb7658f582a0ac084d7da1323e39fd9eab326a1f26",
-                "sha256:237533179d9747080bcaad4d02083ce295c0d2eab3e9e8ce103411a4312991a0",
-                "sha256:289ba9ae8e88d0ba16062ecf02dd730b34186ea3b1e7489046fc338bdc3361c4",
-                "sha256:2c59e0076ea31c08553e868cec02d22191c086f00b44610f8ab7363a11a5d9d8",
-                "sha256:2c9376e2b09895c8ca8b95362283365eb5c03bdc8428ade80a864160605715f1",
-                "sha256:3135713c5562731ee18f58d3ad1bf41e1d8883eb68b363f2ffde5b2ea4b84cc7",
-                "sha256:3b9c7426923bb7bd66d409da46c41e3fb40f5caf679da624439b9eba92043fa6",
-                "sha256:3c0266cd6f005e99f3f51e583012de2778e65af6b73860038b968a0a8888487a",
-                "sha256:41473de252e1797c2d2293804e389a6d6986ef37cbb4a25208de537ae32141dd",
-                "sha256:4831df72b053b1eed31eb00a2e1aff6896fb4485301d4ccb208cac264b648db4",
-                "sha256:49f0c1b3c2842556e5de35f122fc0f0b721334ceb6e78c3719693364d4af8499",
-                "sha256:4b4c452d0190c5a820d3f5c0f3cd8a28ace48c54053e24da9d6041bf81113183",
-                "sha256:4ee8caa925aebc1e64e98432d78ea8de67b2272252b0a931d2ac3bd876ad5544",
-                "sha256:500f1c59906cd142d452074f3811614be04819a38ae2b3239a48b82649c08821",
-                "sha256:5216b6082c624b55cfe79af5d538e499cd5f5b976820eac31951fb4325974501",
-                "sha256:54311eb54f3a0c45efb9ed0d0a8f43d1bc6060d773f6973efd90037a51cd0a3f",
-                "sha256:54631fb69a6e44b2ba522f7c22a6fb2667a02fd97d636048478db2fd8c4e98fe",
-                "sha256:565760d6812b8d78d416c3c7cfdf5362fbe0d0d25b82fed75d0d29e18d7fc30f",
-                "sha256:598db66eaf2e04aa0c8900a63b0101fdc5e6b8a7ddd805c56d86efb54eb66672",
-                "sha256:5c4fa235d534b3547184831c624c0b7c1e262cd1de847d95085ec94c16fddcd5",
-                "sha256:69985d50a2b6f709412d944ffb2e97d0be154ea90600b7a921f95a87d6f108a2",
-                "sha256:69da0f3ed3496808e8cbc5123a866c41c12c15baaaead96d256477edf168eb57",
-                "sha256:6c93b7c2e52061f0925c3382d5cb8980e40f91c989563d3d32ca280069fd6a87",
-                "sha256:70907533db712f7aa791effb38efa96f044ce3d4e850e2d7691abd759f4f0ae0",
-                "sha256:81b77f868814346662c96ab36b875d7814ebf82340d3284a31681085c051320f",
-                "sha256:82eefaf1a996060602f3cc1112d93ba8b201dbf5d8fd9611227de2003dddb3b7",
-                "sha256:85c3e3c9cb1d480e0b9a64c658cd66b3cfb8e721636ab8b0e746e2d79a7a9eed",
-                "sha256:8a22a34bc594d9d24621091d1b91511001a7eea91d6652ea495ce06e27381f70",
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-                "sha256:8d8e4450e7fe24d86e86b23cc209e0023177b6d59502e33807b732d2deb6975f",
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-                "sha256:cdefe289681507187e375a5064c7599f52c40343a8701761c802c1853a504558",
-                "sha256:cf2a0ac0615842b849f40c4d7f304986a242f1e68286dbf3bd7a835e4f83acfd",
-                "sha256:cfeadf42840c1e870dc2042a232a8748e75a36b52d78968cda6736de55582766",
-                "sha256:d737e69d193dac7296365a6dcb73bbbf53bb760ab25a3727716bbd42022e8d7a",
-                "sha256:d7481f581251bb5558ba9f635db70908819caa221fc79ee52a7f58392778c636",
-                "sha256:df9cf74b9bc03d586fc53ba470828d7b77ce51b0582d1d0b5b2fb673c0baa32d",
-                "sha256:e1f80197f8b0b846a8d5cf7b7ec6084493950d0882cc5537fb7b96a69e3c8590",
-                "sha256:ecca113f19d5e74048c001934045a2b9368d77b0b17691d905af18bd1c21275e",
-                "sha256:ee2527134f95e106cc1653e9ac78846f3a2ec1004cf20ef4e02038035a74544d",
-                "sha256:f27fdaadce22f2ef950fc10dcdf8048407c3b42b73779e48a4e76b3c35bca26c",
-                "sha256:f694dc8a6a3112059258a725a4ebe9acac5fe62f11c77ac4dcf896edfa78ca28",
-                "sha256:f800164276eec54e0af5c99feb9494c295118fc10a11b997bbb1348ba1a52065",
-                "sha256:ffcd828e37dc219a72c9012ec44ad2e7e3066bec6ff3aaa19e7d435dbf4032ca"
+                "sha256:017a21b0df49039c8f46ca0971b3a7fdc1f56741ab1240cb90ca408049766168",
+                "sha256:039df344b45ae0b34ac885ab5b53940b174530d4dd8a14ed8b0e2155b9dddccb",
+                "sha256:055ce4f74b82551678291473f66dc9fb9048a50d8324278751926ff0ae7715e5",
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+                "sha256:361a1026c9dd4aba0109e4040e2aecf9884f5cfe1b1b1bd3d09419c205e2e53d",
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+                "sha256:38f307b41e0bea3294a9a2a87833191e4bcf89bb0365e83a8be3a58b31fb7f38",
+                "sha256:3e59c23c52765951b69ec45ddbbc9403a8761ee6f57253250c6e1536cacc758b",
+                "sha256:4b4af9f25b49a7be47c0972139e59ec0e8285c371049df1a63b6ca81fdd216a2",
+                "sha256:504b6981675ace64c28bf4a05a508af5cde526e36492c98916127f5a02354d53",
+                "sha256:50fca156d718f8ced687a373f9e140c1bb765ca16e3d6f4fe116e3df7c05b2c5",
+                "sha256:522a11c934ea660ff8953eda090dcd2154d367dec1ae3c540aff9f8a5c109ab4",
+                "sha256:52df73f14ed99cee84865b95a3d9e044f226320a87af208f068ecc33e0c35b96",
+                "sha256:595f105710293e76b9dc09f52e0dd896bd064a79346234b521f6b968ffdd8e58",
+                "sha256:59c26c95975f26e662ca78fdf543d4eeaef70e533a672b4113dd888bd2423caa",
+                "sha256:5bce0dc147ca85caa5d33debc4f4d65e8e8b5c97c7f9f660f215fa74fc49a321",
+                "sha256:5eafe2c065df5401ba06821b9a054d9cb2848867f3c59801b5d07a0be3a380ae",
+                "sha256:5ed3e046ea7b14938112ccd53d91c1539af3e6679b222f9469981e3dac7ba1ce",
+                "sha256:5fe9ce6c09668063b8447f85d43b8d1c4e5d3d7e92c63173e6180b2ac5d46dd8",
+                "sha256:648056db9a9fa565d3fa851880f99f45e3f9a771dd3ff3bb0c048ea83fb28194",
+                "sha256:69361bfdca5468c0488d7017b9b1e5ce769d40b46a9f4a2eed26b78619e9396c",
+                "sha256:6b0e029353361f1746bac2e4cc19b32f972ec03f0f943b390c4ab3371840aabf",
+                "sha256:6b88f9386ff1ad91ace19d2a1c0225896e28815ee09fc6a8932fded8cda97c3d",
+                "sha256:770d015888c2a598b377bd2f663adfd947d78c0124cfe7b959e1ef39f5b13869",
+                "sha256:7943c414d3a8d9235f5f15c22ace69787c140c80b718dcd57caaade95f7cd93b",
+                "sha256:7cf5c9458e1e90e3c390c2639f1017a0379a99a94fdfad3a1fd966a2874bba52",
+                "sha256:7f46acd6a194287b7e41e87957bfe2ad1ad88318d447caf5b090012f2c5bb528",
+                "sha256:82e6aa28dd46374f72093eda8bcd142f7771ee1eb9d1e223ff0fa7177a96b4a5",
+                "sha256:835a55b7ca49468aaaac0b217092dfdff370e6c215c9224c52f30daaa735c1c1",
+                "sha256:84871a243359bb42c12728f04d181a389718710129b36b6aad0fc4655a7647d4",
+                "sha256:8aacb477dc26797ee089721536a292a664846489c49d3ef9725f992449eda5a8",
+                "sha256:8e2c45c208c62e955e8256949eb225bd8b66a4c9b6865729a786f2aa79b72e9d",
+                "sha256:90842933e5d1ff760fae6caca4b2b3edba53ba8f4b71e95dacf2818a2aca06f7",
+                "sha256:938a9653e1e0c592053f815f7028e41a3062e902095e5a7dc84617c87267ebd5",
+                "sha256:939677b61f9d72a4fa2a042a5eee2a99a24001a67c13da113b2e30396567db54",
+                "sha256:9d3c9b50f19704552f23b4eaea1fc082fdd82c63429a6506446cbd8737823da3",
+                "sha256:a6fe5571784af92b6bc2fda8d1925cccdf24642d49546d3144948a6a1ed58ca5",
+                "sha256:a78ed8a53a1221393d9637c01870248a6f4ea5b214a59a92a36f18151739452c",
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+                "sha256:abf151955990d23f84205286938796c55ff11bbfb4ccfada8c9c83ae6b3c89a3",
+                "sha256:acef0899fea7492145d2bbaaaec7b345c87753168589cc7faf0afec9afe9b747",
+                "sha256:b40670ec7e2156d8e57f70aec34a7216407848dfe6c693ef131ddf6e76feb672",
+                "sha256:b791a3143681a520c0a17e26ae7465f1b6f99461a28019d1a2f425236e6eedb5",
+                "sha256:b955ed993491f1a5da7f92e98d5dad3c1e14dc175f74517c4e610b1f2456fb11",
+                "sha256:ba39e9c8627edc56544c8628cc180d88605df3892beeb2b94c9bc857774848ca",
+                "sha256:bca77a198bb6e69795ef2f09a5f4c12758487f83f33d63acde5f0d4919815768",
+                "sha256:c3452ea726c76e92f3b9fae4b34a151981a9ec0a4847a627c43d71a15ac32aa6",
+                "sha256:c46956ed82961e31557b6857a5ca153c67e5476972e5f7190015018760938da2",
+                "sha256:c7c8b816c2b5af5c8a436df44ca08258fc1a13b449393a91484225fcb7545533",
+                "sha256:cd73265a9e5ea618014802ab01babf1940cecb90c9762d8b9e7d2cc1e1969ec6",
+                "sha256:dad46e6f620574b3b4801c68255492e0159d1712271cc99d8bdf35f2043ec266",
+                "sha256:dc9b311743a78043b26ffaeeb9715dc360335e5517832f5a8e339f8a43581e4d",
+                "sha256:df822ee7feaaeffb99c1a9e5e608800bd8eda6e5f18f5cfb0dc7eeb2eaa6bbec",
+                "sha256:e083c285857b78ee21a96ba1eb1b5339733c3563f72980728ca2b08b53826ca5",
+                "sha256:e5e46b578c0e9db71d04c4b506a2121c0cb371dd89af17a0586ff6769d4c58c1",
+                "sha256:e99abf0bba688259a496f966211c49a514e65afa9b3073a1fcee08856e04425b",
+                "sha256:ee43080e75fc92bf36219926c8e6de497f9b247301bbf88c5c7593d931426679",
+                "sha256:f033d80bc6283092613882dfe40419c6a6a1527e04fc69350e87a9df02bbc283",
+                "sha256:f1088fa100bf46e7b398ffd9904f4808a0612e1d966b4aa43baa535d1b6341eb",
+                "sha256:f56455b0c2c7cc3b0c584815264461d07b177f903a04481dfc33e08a89f0c26b",
+                "sha256:f59dfe57bb1ec82ac0698ebfcdb7bcd0e99c255bd637ff613760d5f33e7c81b3",
+                "sha256:f7217af2e14da0856e082e96ff637f14ae45c10a5714b63c77f26d8884cf1051",
+                "sha256:f734e38fd8666f53da904c52a23ce517f1b07722118d750405af7e4123933511",
+                "sha256:f95511dd5d0e05fd9728bac4096319f80615aaef4acbecb35a990afebe953b0e",
+                "sha256:fdd215b7b7fd4a53994f238d0f46b7ba4ac4c0adb12452beee724ddd0743ae5d",
+                "sha256:feeb18a801aacb098220e2c3eea59a512362eb408d4afd0c242044c33ad6d542",
+                "sha256:ff30218887e62209942f91ac1be902cc80cddb86bf00fbc6783b7a43b2bea26f"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.9.1"
+            "version": "==3.9.3"
         },
         "aiosignal": {
             "hashes": [
@@ -122,14 +122,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==3.7.1"
         },
-        "async-timeout": {
-            "hashes": [
-                "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f",
-                "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"
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-            "markers": "python_version < '3.11'",
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@@ -157,11 +149,11 @@
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@@ -192,11 +184,11 @@
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@@ -782,20 +758,36 @@
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@@ -823,83 +815,99 @@
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@@ -911,45 +919,45 @@
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@@ -1148,26 +1130,6 @@
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@@ -1227,12 +1189,12 @@
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@@ -1357,11 +1319,11 @@
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@@ -1380,20 +1342,20 @@
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@@ -1503,28 +1465,32 @@
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@@ -1542,74 +1508,66 @@
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@@ -1618,14 +1576,6 @@
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@@ -1645,11 +1595,11 @@
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@@ -1669,12 +1619,12 @@
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@@ -1718,28 +1668,28 @@
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@@ -1856,22 +1806,6 @@
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