diff --git a/package-lock.json b/package-lock.json
index 5213ccd..e999db7 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -8,7 +8,7 @@
       "name": "charites-ai",
       "version": "0.0.0",
       "dependencies": {
-        "langchain": "^0.0.203",
+        "langchain": "^0.1.0",
         "maplibre-gl": "^3.6.2",
         "pmtiles": "^2.11.0",
         "react": "^18.2.0",
@@ -1064,16 +1064,353 @@
         "@jridgewell/sourcemap-codec": "^1.4.14"
       }
     },
+    "node_modules/@langchain/community": {
+      "version": "0.0.15",
+      "resolved": "https://registry.npmjs.org/@langchain/community/-/community-0.0.15.tgz",
+      "integrity": "sha512-Dc9IqDa1BpkGQPUsOfSC/sD1a13GpEO6LVe+v4oI8wG+ncx4/5epteXsPPfhg+u/u6sK0jqaOrg18dCjQD1YYw==",
+      "dependencies": {
+        "@langchain/core": "~0.1.9",
+        "@langchain/openai": "~0.0.10",
+        "flat": "^5.0.2",
+        "langsmith": "~0.0.48",
+        "uuid": "^9.0.0",
+        "zod": "^3.22.3"
+      },
+      "engines": {
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+      },
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+        "@aws-sdk/client-kendra": "^3.352.0",
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+        "@aws-sdk/client-sfn": "^3.310.0",
+        "@aws-sdk/credential-provider-node": "^3.388.0",
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+        "@datastax/astra-db-ts": "0.1.2",
+        "@elastic/elasticsearch": "^8.4.0",
+        "@getmetal/metal-sdk": "*",
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+        "closevector-node": "0.1.0-alpha.10",
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+        "weaviate-ts-client": "^1.4.0",
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+        "ws": "^8.14.2"
+      },
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+        },
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+        },
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+          "optional": true
+        },
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+          "optional": true
+        },
+        "@planetscale/database": {
+          "optional": true
+        },
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+          "optional": true
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+        },
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+          "optional": true
+        },
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+          "optional": true
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+          "optional": true
+        },
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+          "optional": true
+        },
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+        },
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+          "optional": true
+        },
+        "@supabase/supabase-js": {
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+        },
+        "@tensorflow-models/universal-sentence-encoder": {
+          "optional": true
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+          "optional": true
+        },
+        "@tensorflow/tfjs-core": {
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+        },
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+          "optional": true
+        },
+        "@vercel/kv": {
+          "optional": true
+        },
+        "@vercel/postgres": {
+          "optional": true
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+        "@writerai/writer-sdk": {
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+        "@xata.io/client": {
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+        },
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+        },
+        "lunary": {
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+        },
+        "mongodb": {
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+        },
+        "mysql2": {
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+        },
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+        },
+        "node-llama-cpp": {
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+        },
+        "pg": {
+          "optional": true
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+        "pg-copy-streams": {
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+        "pickleparser": {
+          "optional": true
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+        "portkey-ai": {
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+        },
+        "redis": {
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+        },
+        "replicate": {
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+        },
+        "typeorm": {
+          "optional": true
+        },
+        "typesense": {
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+        },
+        "usearch": {
+          "optional": true
+        },
+        "vectordb": {
+          "optional": true
+        },
+        "voy-search": {
+          "optional": true
+        },
+        "weaviate-ts-client": {
+          "optional": true
+        },
+        "web-auth-library": {
+          "optional": true
+        },
+        "ws": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/@langchain/core": {
-      "version": "0.0.10",
-      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-0.0.10.tgz",
-      "integrity": "sha512-c+tYcR9RRTPPGBTpgwVrrxWKoz9/mKNBcMST8c4n8tYAiipvMyd77e+CNazY+2KueGioU6SPzJ6+eZPamQAxnw==",
+      "version": "0.1.9",
+      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-0.1.9.tgz",
+      "integrity": "sha512-t0zu2hA13SAoNw2HUw2gC7vHiyx9oUMWvtlGSI4igVlGfcmArAXgt31Lhs8tNXZMTj0PMmmNgvEuyIq/muroqw==",
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         "camelcase": "6",
         "decamelize": "1.2.0",
         "js-tiktoken": "^1.0.8",
         "langsmith": "~0.0.48",
+        "ml-distance": "^4.0.0",
         "p-queue": "^6.6.2",
         "p-retry": "4",
         "uuid": "^9.0.0",
@@ -1094,6 +1431,21 @@
         "url": "https://github.com/chalk/ansi-styles?sponsor=1"
       }
     },
+    "node_modules/@langchain/openai": {
+      "version": "0.0.10",
+      "resolved": "https://registry.npmjs.org/@langchain/openai/-/openai-0.0.10.tgz",
+      "integrity": "sha512-74BBDsuLHT+jNlDviHPUemqiG2nm1AF8i9ta0zfkwjE9JtNITL5ZVhoCSczklipx5LzO+6etVuhjdhXcwNOfBA==",
+      "dependencies": {
+        "@langchain/core": "~0.1.9",
+        "js-tiktoken": "^1.0.7",
+        "openai": "^4.19.0",
+        "zod": "^3.22.3",
+        "zod-to-json-schema": "3.20.3"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
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       "version": "0.5.2",
       "resolved": "https://registry.npmjs.org/@mapbox/geojson-rewind/-/geojson-rewind-0.5.2.tgz",
@@ -3824,22 +4176,22 @@
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     },
     "node_modules/langchain": {
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-      "resolved": "https://registry.npmjs.org/langchain/-/langchain-0.0.203.tgz",
-      "integrity": "sha512-H41ik99zXVuqe6CqYoySE4p8TpeqB41KTSkHDf5xNBDG7Hvh1Oq1JyWKs4PaxkO04MagXdN21gIGz+E5djsEXA==",
+      "version": "0.1.0",
+      "resolved": "https://registry.npmjs.org/langchain/-/langchain-0.1.0.tgz",
+      "integrity": "sha512-PvoDzFRdukrKpaB41lNXd4zD9WnhAkTq2heqVO51T5ecOZCF86tjHS+9t3x08NOOU7yKtRN+78f6VVuMX73Jrw==",
       "dependencies": {
         "@anthropic-ai/sdk": "^0.9.1",
-        "@langchain/core": "~0.0.10",
+        "@langchain/community": "~0.0.15",
+        "@langchain/core": "~0.1.9",
+        "@langchain/openai": "~0.0.10",
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@@ -3851,102 +4203,51 @@
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@@ -3954,21 +4255,6 @@
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@@ -3984,21 +4270,6 @@
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@@ -4014,84 +4285,21 @@
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-        "@upstash/redis": {
-          "optional": true
-        },
         "@vercel/kv": {
           "optional": true
         },
-        "@vercel/postgres": {
-          "optional": true
-        },
-        "@writerai/writer-sdk": {
-          "optional": true
-        },
         "@xata.io/client": {
           "optional": true
         },
-        "@xenova/transformers": {
-          "optional": true
-        },
-        "@zilliz/milvus2-sdk-node": {
-          "optional": true
-        },
         "apify-client": {
           "optional": true
         },
@@ -4101,27 +4309,12 @@
         "axios": {
           "optional": true
         },
-        "cassandra-driver": {
-          "optional": true
-        },
         "cheerio": {
           "optional": true
         },
         "chromadb": {
           "optional": true
         },
-        "closevector-common": {
-          "optional": true
-        },
-        "closevector-node": {
-          "optional": true
-        },
-        "closevector-web": {
-          "optional": true
-        },
-        "cohere-ai": {
-          "optional": true
-        },
         "convex": {
           "optional": true
         },
@@ -4137,18 +4330,12 @@
         "fast-xml-parser": {
           "optional": true
         },
-        "firebase-admin": {
-          "optional": true
-        },
         "google-auth-library": {
           "optional": true
         },
         "googleapis": {
           "optional": true
         },
-        "hnswlib-node": {
-          "optional": true
-        },
         "html-to-text": {
           "optional": true
         },
@@ -4161,24 +4348,12 @@
         "jsdom": {
           "optional": true
         },
-        "llmonitor": {
-          "optional": true
-        },
-        "lodash": {
-          "optional": true
-        },
         "mammoth": {
           "optional": true
         },
         "mongodb": {
           "optional": true
         },
-        "mysql2": {
-          "optional": true
-        },
-        "neo4j-driver": {
-          "optional": true
-        },
         "node-llama-cpp": {
           "optional": true
         },
@@ -4194,21 +4369,9 @@
         "peggy": {
           "optional": true
         },
-        "pg": {
-          "optional": true
-        },
-        "pg-copy-streams": {
-          "optional": true
-        },
-        "pickleparser": {
-          "optional": true
-        },
         "playwright": {
           "optional": true
         },
-        "portkey-ai": {
-          "optional": true
-        },
         "puppeteer": {
           "optional": true
         },
@@ -4218,9 +4381,6 @@
         "redis": {
           "optional": true
         },
-        "replicate": {
-          "optional": true
-        },
         "sonix-speech-recognition": {
           "optional": true
         },
@@ -4230,18 +4390,9 @@
         "typeorm": {
           "optional": true
         },
-        "typesense": {
-          "optional": true
-        },
-        "usearch": {
-          "optional": true
-        },
         "vectordb": {
           "optional": true
         },
-        "voy-search": {
-          "optional": true
-        },
         "weaviate-ts-client": {
           "optional": true
         },
diff --git a/package.json b/package.json
index 29d1ab1..9d4b72c 100644
--- a/package.json
+++ b/package.json
@@ -14,7 +14,7 @@
     "agent": "node --loader ts-node/esm ./scripts/agent.ts"
   },
   "dependencies": {
-    "langchain": "^0.0.203",
+    "langchain": "^0.1.0",
     "maplibre-gl": "^3.6.2",
     "pmtiles": "^2.11.0",
     "react": "^18.2.0",