diff --git a/Pipfile b/Pipfile
index c5111a1d..94f5f9c5 100644
--- a/Pipfile
+++ b/Pipfile
@@ -11,7 +11,7 @@ uvicorn = "==0.23.2"
 asyncio = "==3.4.3"
 pydantic-settings = "2.0.3"
 python-dotenv = "==1.0.0"
-langchain = "==0.0.267"
+langchain = "==0.0.312"
 requests = "==2.31.0"
 qdrant-client = "==1.5.4"
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 86bbb3cd..caa692b9 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "026789e13fe46b140857c31137959bd93e84c528056518dfb1f3e755e07ec274"
+            "sha256": "fc57ee53b3556ed9fb3cf6da229118092462ebb0ee80bae057c508ae99d755ec"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,96 +18,96 @@
     "default": {
         "aiohttp": {
             "hashes": [
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-                "sha256:0175d745d9e85c40dcc51c8f88c74bfbaef9e7afeeeb9d03c37977270303064c",
-                "sha256:01d4c0c874aa4ddfb8098e85d10b5e875a70adc63db91f1ae65a4b04d3344cda",
-                "sha256:043d2299f6dfdc92f0ac5e995dfc56668e1587cea7f9aa9d8a78a1b6554e5755",
-                "sha256:0c413c633d0512df4dc7fd2373ec06cc6a815b7b6d6c2f208ada7e9e93a5061d",
-                "sha256:0d21c684808288a98914e5aaf2a7c6a3179d4df11d249799c32d1808e79503b5",
-                "sha256:0e584a10f204a617d71d359fe383406305a4b595b333721fa50b867b4a0a1548",
-                "sha256:1274477e4c71ce8cfe6c1ec2f806d57c015ebf84d83373676036e256bc55d690",
-                "sha256:13bf85afc99ce6f9ee3567b04501f18f9f8dbbb2ea11ed1a2e079670403a7c84",
-                "sha256:153c2549f6c004d2754cc60603d4668899c9895b8a89397444a9c4efa282aaf4",
-                "sha256:1f7372f7341fcc16f57b2caded43e81ddd18df53320b6f9f042acad41f8e049a",
-                "sha256:23fb25a9f0a1ca1f24c0a371523546366bb642397c94ab45ad3aedf2941cec6a",
-                "sha256:28c543e54710d6158fc6f439296c7865b29e0b616629767e685a7185fab4a6b9",
-                "sha256:2a482e6da906d5e6e653be079b29bc173a48e381600161c9932d89dfae5942ef",
-                "sha256:2ad5c3c4590bb3cc28b4382f031f3783f25ec223557124c68754a2231d989e2b",
-                "sha256:2ce2ac5708501afc4847221a521f7e4b245abf5178cf5ddae9d5b3856ddb2f3a",
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             "markers": "python_version >= '3.6'",
-            "version": "==3.8.5"
+            "version": "==3.8.6"
         },
         "aiosignal": {
             "hashes": [
@@ -119,11 +119,11 @@
         },
         "annotated-types": {
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-            "markers": "python_version >= '3.7'",
-            "version": "==0.5.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.6.0"
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@@ -165,6 +165,7 @@
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             ],
             "index": "pypi",
+            "markers": "python_full_version >= '3.6.0'",
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         },
         "certifi": {
@@ -177,84 +178,99 @@
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             "markers": "python_full_version >= '3.7.0'",
-            "version": "==3.2.0"
+            "version": "==3.3.0"
         },
         "click": {
             "hashes": [
@@ -264,21 +280,13 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
-        "colorama": {
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+            "markers": "python_version >= '3.7' and python_version < '4.0'",
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@@ -286,6 +294,7 @@
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             ],
             "index": "pypi",
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         },
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@@ -357,175 +366,191 @@
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@@ -585,21 +610,38 @@
             "markers": "python_version >= '3.5'",
             "version": "==3.4"
         },
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@@ -697,78 +739,43 @@
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@@ -776,23 +783,16 @@
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@@ -804,22 +804,22 @@
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+                "sha256:9fee5e8aa20ef1b84123bb9232b3f4a5114d9897ed89b4b8142d81924e05d79b",
+                "sha256:b493cb590960ff863743b9ff1452c413c2ee12b782f48beca77c8da3e2ffe9d9",
+                "sha256:b77272f3e28bb416e2071186cb39efd4abbf696d682cbb5dc731308ad37fa6dd",
+                "sha256:bffa46ad9612e6779d0e51ae586fde768339b791a50610d85eb162daeb23661e",
+                "sha256:dbbed8a56e56cee8d9d522ce844a1379a72a70f453bde6243e3c86c30c2a3d46",
+                "sha256:ec9912d5cb6714a5710e28e592ee1093d68c5ebfeda61983b3f40331da0b1ebb"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.24.3"
+            "version": "==4.24.4"
         },
         "pydantic": {
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@@ -947,6 +947,7 @@
                 "sha256:ddd907b066622bd67603b75e2ff791875540dc485b7307c4fffc015719da8625"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==2.0.3"
         },
         "python-dotenv": {
@@ -955,28 +956,9 @@
                 "sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.8'",
             "version": "==1.0.0"
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-        "pywin32": {
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@@ -1039,6 +1021,7 @@
                 "sha256:b0247886c51d755f70dc1a62545f38ba5c7d72971ab533f1264fb695c21a6d8f"
             ],
             "index": "pypi",
+            "markers": "python_version < '3.12' and python_version >= '3.8'",
             "version": "==1.5.4"
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@@ -1047,6 +1030,7 @@
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             ],
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@@ -1075,50 +1059,58 @@
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             "markers": "python_version >= '3.7'",
-            "version": "==2.0.21"
+            "version": "==2.0.22"
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         "starlette": {
             "hashes": [
@@ -1161,11 +1153,11 @@
         },
         "urllib3": {
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-            "version": "==1.26.16"
+            "version": "==1.26.17"
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         "uvicorn": {
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@@ -1173,6 +1165,7 @@
                 "sha256:4d3cc12d7727ba72b64d12d3cc7743124074c0a69f7b201512fc50c3e3f1569a"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.8'",
             "version": "==0.23.2"
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         "yarl": {
@@ -1283,6 +1276,7 @@
                 "sha256:d6bc09188020c9ac2555a498949401ab35bb6bf76d4e0f8ee251694664df6301"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.8'",
             "version": "==23.9.1"
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         "cfgv": {
@@ -1301,14 +1295,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
-        "colorama": {
-            "hashes": [
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                 "sha256:2e24928bc811348f0feb63014e97aaae3037f2cf48712d51ae61df7fd6075057",
@@ -1330,15 +1316,16 @@
                 "sha256:ffdfce58ea94c6580c77888a86506937f9a1a227dfcd15f245d694ae20a6b6e5"
             ],
             "index": "pypi",
+            "markers": "python_full_version >= '3.8.1'",
             "version": "==6.1.0"
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         "identify": {
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-                "sha256:d43d52b86b15918c137e3a74fff5224f60385cd0e9c38e99d07c257f02f151a5"
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             "markers": "python_version >= '3.8'",
-            "version": "==2.5.29"
+            "version": "==2.5.30"
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         "iniconfig": {
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@@ -1354,6 +1341,7 @@
                 "sha256:f84c2818376e66cf843d497486ea8fed8700b340f308f076c6fb1229dff318b6"
             ],
             "index": "pypi",
+            "markers": "python_full_version >= '3.8.0'",
             "version": "==5.12.0"
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         "mccabe": {
@@ -1382,11 +1370,11 @@
         },
         "packaging": {
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-                "sha256:994793af429502c4ea2ebf6bf664629d07c1a9fe974af92966e4b8d2df7edc61",
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             "markers": "python_version >= '3.7'",
-            "version": "==23.1"
+            "version": "==23.2"
         },
         "pathspec": {
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@@ -1398,11 +1386,11 @@
         },
         "platformdirs": {
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-            "version": "==3.10.0"
+            "version": "==3.11.0"
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@@ -1418,15 +1406,16 @@
                 "sha256:96d529a951f8b677f730a7212442027e8ba53f9b04d217c4c67dc56c393ad945"
             ],
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+            "markers": "python_version >= '3.8'",
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         "pycodestyle": {
             "hashes": [
-                "sha256:259bcc17857d8a8b3b4a2327324b79e5f020a13c16074670f9c8c8f872ea76d0",
-                "sha256:5d1013ba8dc7895b548be5afb05740ca82454fd899971563d2ef625d090326f8"
+                "sha256:41ba0e7afc9752dfb53ced5489e89f8186be00e599e712660695b7a75ff2663f",
+                "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.11.0"
+            "version": "==2.11.1"
         },
         "pyflakes": {
             "hashes": [
@@ -1442,6 +1431,7 @@
                 "sha256:a766259cfab564a2ad52cb1aae1b881a75c3eb7e34ca3779697c23ed47c47069"
             ],
             "index": "pypi",
+            "markers": "python_version >= '3.7'",
             "version": "==7.4.2"
         },
         "pyyaml": {