diff --git a/Pipfile b/Pipfile
index 42f46109..0420477e 100644
--- a/Pipfile
+++ b/Pipfile
@@ -8,14 +8,14 @@ azure-identity = "==1.15.0"
 azure-keyvault-secrets = "==4.7.0"
 beautifulsoup4 = "==4.12.2"
 openai = "==0.28.1"
-fastapi = "==0.104.1"
-uvicorn = "==0.24.0.post1"
+fastapi = "==0.109.0"
+uvicorn = "==0.27.0.post1"
 asyncio = "==3.4.3"
 pydantic-settings = "==2.1.0"
 python-dotenv = "==1.0.0"
-langchain = "==0.0.329"
+langchain = "==0.1.4"
 requests = "==2.31.0"
-qdrant-client = "==1.6.9"
+qdrant-client = "==1.7.1"
 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 = "==3.6.0"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index 32c88ec9..971a9ba2 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "125db02d77f9510a7b79ed7caef6e7180bc900325b328f295863e583adc4737b"
+            "sha256": "5a88c7bbb168cd5a252d7fc120044cef8d83124942e7bc5e6a5f0fb00921ad04"
         },
         "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",
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-                "sha256:70907533db712f7aa791effb38efa96f044ce3d4e850e2d7691abd759f4f0ae0",
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-                "sha256:85c3e3c9cb1d480e0b9a64c658cd66b3cfb8e721636ab8b0e746e2d79a7a9eed",
-                "sha256:8a22a34bc594d9d24621091d1b91511001a7eea91d6652ea495ce06e27381f70",
-                "sha256:8cef8710fb849d97c533f259103f09bac167a008d7131d7b2b0e3a33269185c0",
-                "sha256:8d44e7bf06b0c0a70a20f9100af9fcfd7f6d9d3913e37754c12d424179b4e48f",
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-                "sha256:8d8e4450e7fe24d86e86b23cc209e0023177b6d59502e33807b732d2deb6975f",
-                "sha256:8fc49a87ac269d4529da45871e2ffb6874e87779c3d0e2ccd813c0899221239d",
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-                "sha256:c9110c06eaaac7e1f5562caf481f18ccf8f6fdf4c3323feab28a93d34cc646bd",
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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"
+                "sha256:00a9abcea793c81e7f8778ca195a1714a64f6d7436c4c0bb168ad2a212627000",
+                "sha256:04fd8ffd2be73d42bcf55fd78cde7958eeee6d4d8f73c3846b7cba491ecdb570",
+                "sha256:07205ae0015e05c78b3288c1517afa000823a678a41594b3fdc870878d645305",
+                "sha256:07be2be7071723c3509ab5c08108d3a74f2181d4964e869f2504aaab68f8d3e8",
+                "sha256:0b500c5ad9c07639d48615a770f49618130e61be36608fc9bc2d9bae31732b8f",
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+                "sha256:114da29f39eccd71b93a0fcacff178749a5c3559009b4a4498c2c173a6d74dff",
+                "sha256:122468f6fee5fcbe67cb07014a08c195b3d4c41ff71e7b5160a7bcc41d585a5f",
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+                "sha256:16a967685907003765855999af11a79b24e70b34dc710f77a38d21cd9fc4f5fe",
+                "sha256:186e94570433a004e05f31f632726ae0f2c9dee4762a9ce915769ce9c0a23d89",
+                "sha256:193cc1ccd69d819562cc7f345c815a6fc51d223b2ef22f23c1a0f67a88de9a72",
+                "sha256:1956e3ac376b1711c1533266dec4efd485f821d84c13ce1217d53e42c9e65f08",
+                "sha256:1c45e4e815ac6af3b72ca2bde9b608d2571737bb1e2d42299fc1ffdf60f6f9a1",
+                "sha256:200dc0246f0cb5405c80d18ac905c8350179c063ea1587580e3335bfc243ba6a",
+                "sha256:2dec87a556f300d3211decf018bfd263424f0690fcca00de94a837949fbcea02",
+                "sha256:328918a6c2835861ff7afa8c6d2c70c35fdaf996205d5932351bdd952f33fa2f",
+                "sha256:3cc158466f6a980a6095ee55174d1de5730ad7dec251be655d9a6a9dd7ea1ff9",
+                "sha256:3d8d962b439a859b3ded9a1e111a4615357b01620a546bc601f25b0211f2da81",
+                "sha256:3e1a800f988ce7c4917f34096f81585a73dbf65b5c39618b37926b1238cf9bc4",
+                "sha256:3f17999ae3927d8a9a823a1283b201344a0627272f92d4f3e3a4efe276972fe8",
+                "sha256:4112d8ba61fbd0abd5d43a9cb312214565b446d926e282a6d7da3f5a5aa71d36",
+                "sha256:4bd9d5b989d57b41e4ff56ab250c5ddf259f32db17159cce630fd543376bd96b",
+                "sha256:4c189b64bd6d9a403a1a3f86a3ab3acbc3dc41a68f73a268a4f683f89a4dec1f",
+                "sha256:4deae2c165a5db1ed97df2868ef31ca3cc999988812e82386d22937d9d6fed52",
+                "sha256:5264d7327c9464786f74e4ec9342afbbb6ee70dfbb2ec9e3dfce7a54c8043aa3",
+                "sha256:5422cd9a4a00f24c7244e1b15aa9b87935c85fb6a00c8ac9b2527b38627a9211",
+                "sha256:54287bcb74d21715ac8382e9de146d9442b5f133d9babb7e5d9e453faadd005e",
+                "sha256:54ec82f45d57c9a65a1ead3953b51c704f9587440e6682f689da97f3e8defa35",
+                "sha256:5bb3d05569aa83011fcb346b5266e00b04180105fcacc63743fc2e4a1862a891",
+                "sha256:61c47ab8ef629793c086378b1df93d18438612d3ed60dca76c3422f4fbafa792",
+                "sha256:68bbee9e17d66f17bb0010aa15a22c6eb28583edcc8b3212e2b8e3f77f3ebe2a",
+                "sha256:6aaa6f99256dd1b5756a50891a20f0d252bd7bdb0854c5d440edab4495c9f973",
+                "sha256:6f4cdba12539215aaecf3c310ce9d067b0081a0795dd8a8805fdb67a65c0572a",
+                "sha256:6fa3ee92cd441d5c2d07ca88d7a9cef50f7ec975f0117cd0c62018022a184308",
+                "sha256:772fbe371788e61c58d6d3d904268e48a594ba866804d08c995ad71b144f94cb",
+                "sha256:7a75307ffe31329928a8d47eae0692192327c599113d41b278d4c12b54e1bd11",
+                "sha256:7a9825fdd64ecac5c670234d80bb52bdcaa4139d1f839165f548208b3779c6c6",
+                "sha256:7d579dcd5d82a86a46f725458418458fa43686f6a7b252f2966d359033ffc8ab",
+                "sha256:8008d0f451d66140a5aa1c17e3eedc9d56e14207568cd42072c9d6b92bf19b52",
+                "sha256:84e843b33d5460a5c501c05539809ff3aee07436296ff9fbc4d327e32aa3a326",
+                "sha256:8a7876f794523123bca6d44bfecd89c9fec9ec897a25f3dd202ee7fc5c6525b7",
+                "sha256:8ceb658afd12b27552597cf9a65d9807d58aef45adbb58616cdd5ad4c258c39e",
+                "sha256:972b63d589ff8f305463593050a31b5ce91638918da38139b9d8deaba9e0fed7",
+                "sha256:9a87aa0b13bbee025faa59fa58861303c2b064b9855d4c0e45ec70182bbeba1b",
+                "sha256:a1c3a4d0ab2f75f22ec80bca62385db2e8810ee12efa8c9e92efea45c1849133",
+                "sha256:a27d8c70ad87bcfce2e97488652075a9bdd5b70093f50b10ae051dfe5e6baf37",
+                "sha256:aa906b9bdfd4a7972dd0628dbbd6413d2062df5b431194486a78f0d2ae87bd55",
+                "sha256:abeb813a18eb387f0d835ef51f88568540ad0325807a77a6e501fed4610f864e",
+                "sha256:ae0a1e638cffc3ec4d4784b8b4fd1cf28968febc4bd2718ffa25b99b96a741bd",
+                "sha256:b0ad0a5e86ce73f5368a164c10ada10504bf91869c05ab75d982c6048217fbf7",
+                "sha256:b141753be581fab842a25cb319f79536d19c2a51995d7d8b29ee290169868eab",
+                "sha256:b65e861f4bebfb660f7f0f40fa3eb9f2ab9af10647d05dac824390e7af8f75b7",
+                "sha256:b9f1cb839b621f84a5b006848e336cf1496688059d2408e617af33e3470ba204",
+                "sha256:bc71f748e12284312f140eaa6599a520389273174b42c345d13c7e07792f4f57",
+                "sha256:bda42eb410be91b349fb4ee3a23a30ee301c391e503996a638d05659d76ea4c2",
+                "sha256:c07327b368745b1ce2393ae9e1aafed7073d9199e1dcba14e035cc646c7941bf",
+                "sha256:c4ad4241b52bb2eb7a4d2bde060d31c2b255b8c6597dd8deac2f039168d14fd7",
+                "sha256:c8534e7d69bb8e8d134fe2be9890d1b863518582f30c9874ed7ed12e48abe3c4",
+                "sha256:cc7d6502c23a0ec109687bf31909b3fb7b196faf198f8cff68c81b49eb316ea9",
+                "sha256:cc91d07280d7d169f3a0f9179d8babd0ee05c79d4d891447629ff0d7d8089ec2",
+                "sha256:cfee9287778399fdef6f8a11c9e425e1cb13cc9920fd3a3df8f122500978292b",
+                "sha256:d22a0931848b8c7a023c695fa2057c6aaac19085f257d48baa24455e67df97ec",
+                "sha256:d23fba734e3dd7b1d679b9473129cd52e4ec0e65a4512b488981a56420e708db",
+                "sha256:d43302a30ba1166325974858e6ef31727a23bdd12db40e725bec0f759abce505",
+                "sha256:d52d20832ac1560f4510d68e7ba8befbc801a2b77df12bd0cd2bcf3b049e52a4",
+                "sha256:da1346cd0ccb395f0ed16b113ebb626fa43b7b07fd7344fce33e7a4f04a8897a",
+                "sha256:e2cc0d04688b9f4a7854c56c18aa7af9e5b0a87a28f934e2e596ba7e14783192",
+                "sha256:ea510718a41b95c236c992b89fdfc3d04cc7ca60281f93aaada497c2b4e05c46",
+                "sha256:eaa9256de26ea0334ffa25f1913ae15a51e35c529a1ed9af8e6286dd44312554",
+                "sha256:edd4f1af2253f227ae311ab3d403d0c506c9b4410c7fc8d9573dec6d9740369f",
+                "sha256:ee2661a3f5b529f4fc8a8ffee9f736ae054adfb353a0d2f78218be90617194b3",
+                "sha256:f31df6a32217a34ae2f813b152a6f348154f948c83213b690e59d9e84020925c",
+                "sha256:fa6904088e6642609981f919ba775838ebf7df7fe64998b1a954fb411ffb4663"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.9.1"
+            "version": "==3.9.2"
         },
         "aiosignal": {
             "hashes": [
@@ -116,19 +116,11 @@
         },
         "anyio": {
             "hashes": [
-                "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780",
-                "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"
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@@ -360,51 +352,43 @@
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-            "version": "==42.0.0"
+            "version": "==42.0.1"
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@@ -414,22 +398,14 @@
             "markers": "python_version >= '3.7' and python_version < '4.0'",
             "version": "==0.6.3"
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@@ -782,20 +758,36 @@
         },
         "langchain": {
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             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.0.329"
+            "version": "==0.1.4"
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+        "langchain-community": {
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+            "version": "==0.0.16"
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+        "langchain-core": {
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         "langsmith": {
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-            "version": "==0.0.83"
+            "version": "==0.0.84"
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@@ -948,7 +940,7 @@
                 "sha256:f25e2811a9c932e43943a2615e65fc487a0b6b49218899e62e426e7f0a57eeda",
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             "version": "==1.26.3"
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         "openai": {
@@ -1148,26 +1140,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.0.0"
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@@ -1227,12 +1199,12 @@
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-                "sha256:81affd66f50aa66d60835fe2f55efe727358bf9db24eada35ff1b32794a82159"
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-            "version": "==1.6.9"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.7.1"
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@@ -1341,11 +1313,11 @@
         },
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-            "version": "==0.27.0"
+            "markers": "python_version >= '3.8'",
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@@ -1380,20 +1352,20 @@
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-            "version": "==1.26.18"
+            "markers": "python_version >= '3.8'",
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-            "version": "==0.24.0.post1"
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@@ -1503,28 +1475,32 @@
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@@ -1618,14 +1586,6 @@
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@@ -1726,20 +1686,20 @@
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@@ -1856,22 +1816,6 @@
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