diff --git a/.gitignore b/.gitignore
index 65c250d..f0ce80b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,7 +5,9 @@ node_modules
 /package
 .env
 .env.*
+.envrc
 !.env.example
 vite.config.js.timestamp-*
 vite.config.ts.timestamp-*
 .vercel
+vectorstore
diff --git a/package-lock.json b/package-lock.json
index 6864dd6..c733a5a 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -9,45 +9,49 @@
       "version": "0.0.1",
       "dependencies": {
         "@dimforge/rapier3d-compat": "^0.11.2",
+        "@langchain/anthropic": "^0.3.1",
+        "@langchain/community": "^0.3.1",
+        "@langchain/openai": "^0.3.0",
+        "@langchain/textsplitters": "^0.1.0",
         "@tensorflow-models/universal-sentence-encoder": "^1.3.3",
         "@tensorflow/tfjs-node": "^4.20.0",
-        "@threlte/core": "^7.3.0",
-        "@threlte/extras": "^8.11.2",
-        "@threlte/rapier": "^2.0.0",
+        "@threlte/core": "^7.3.1",
+        "@threlte/extras": "^8.11.5",
+        "@threlte/rapier": "^2.0.1",
         "fuse.js": "^7.0.0",
         "marked": "^12.0.2",
-        "mdsvex": "^0.11.0",
+        "mdsvex": "^0.11.2",
         "three": "^0.159.0"
       },
       "devDependencies": {
-        "@sveltejs/adapter-auto": "^3.0.0",
-        "@sveltejs/adapter-node": "^5.0.1",
-        "@sveltejs/kit": "^2.0.0",
-        "@sveltejs/vite-plugin-svelte": "^3.0.0",
-        "@tailwindcss/typography": "^0.5.13",
-        "@theatre/core": "^0.7.1",
-        "@theatre/studio": "^0.7.1",
-        "@threlte/theatre": "^2.1.7",
-        "@types/eslint": "^8.56.0",
+        "@sveltejs/adapter-auto": "^3.2.4",
+        "@sveltejs/adapter-node": "^5.2.2",
+        "@sveltejs/kit": "^2.5.22",
+        "@sveltejs/vite-plugin-svelte": "^3.1.1",
+        "@tailwindcss/typography": "^0.5.14",
+        "@theatre/core": "^0.7.2",
+        "@theatre/studio": "^0.7.2",
+        "@threlte/theatre": "^2.1.8",
+        "@types/eslint": "^8.56.11",
         "@types/three": "^0.159.0",
-        "@typescript-eslint/eslint-plugin": "^7.0.0",
-        "@typescript-eslint/parser": "^7.0.0",
-        "autoprefixer": "^10.4.19",
-        "daisyui": "^4.11.1",
-        "eslint": "^8.56.0",
+        "@typescript-eslint/eslint-plugin": "^7.18.0",
+        "@typescript-eslint/parser": "^7.18.0",
+        "autoprefixer": "^10.4.20",
+        "daisyui": "^4.12.10",
+        "eslint": "^8.57.0",
         "eslint-config-prettier": "^9.1.0",
-        "eslint-plugin-svelte": "^2.35.1",
+        "eslint-plugin-svelte": "^2.43.0",
         "fs-extra": "^11.2.0",
-        "postcss": "^8.4.38",
-        "prettier": "^3.1.1",
-        "prettier-plugin-svelte": "^3.1.2",
-        "svelte": "^4.2.7",
-        "svelte-check": "^3.6.0",
-        "tailwindcss": "^3.4.3",
-        "tslib": "^2.4.1",
-        "typescript": "^5.0.0",
-        "vite": "^5.0.3",
-        "vitest": "^1.2.0"
+        "postcss": "^8.4.41",
+        "prettier": "^3.3.3",
+        "prettier-plugin-svelte": "^3.2.6",
+        "svelte": "^4.2.18",
+        "svelte-check": "^3.8.5",
+        "tailwindcss": "^3.4.10",
+        "tslib": "^2.6.3",
+        "typescript": "^5.5.4",
+        "vite": "^5.4.1",
+        "vitest": "^1.6.0"
       }
     },
     "node_modules/@alloc/quick-lru": {
@@ -74,15 +78,42 @@
         "node": ">=6.0.0"
       }
     },
+    "node_modules/@anthropic-ai/sdk": {
+      "version": "0.27.3",
+      "resolved": "https://registry.npmjs.org/@anthropic-ai/sdk/-/sdk-0.27.3.tgz",
+      "integrity": "sha512-IjLt0gd3L4jlOfilxVXTifn42FnVffMgDC04RJK1KDZpmkBWLv0XC92MVVmkxrFZNS/7l3xWgP/I3nqtX1sQHw==",
+      "dependencies": {
+        "@types/node": "^18.11.18",
+        "@types/node-fetch": "^2.6.4",
+        "abort-controller": "^3.0.0",
+        "agentkeepalive": "^4.2.1",
+        "form-data-encoder": "1.7.2",
+        "formdata-node": "^4.3.2",
+        "node-fetch": "^2.6.7"
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/@types/node": {
+      "version": "18.19.50",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-18.19.50.tgz",
+      "integrity": "sha512-xonK+NRrMBRtkL1hVCc3G+uXtjh1Al4opBLjqVmipe5ZAaBYWW6cNAiBVZ1BvmkBhep698rP3UM3aRAdSALuhg==",
+      "dependencies": {
+        "undici-types": "~5.26.4"
+      }
+    },
+    "node_modules/@anthropic-ai/sdk/node_modules/undici-types": {
+      "version": "5.26.5",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
+      "integrity": "sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA=="
+    },
     "node_modules/@dimforge/rapier3d-compat": {
       "version": "0.11.2",
       "resolved": "https://registry.npmjs.org/@dimforge/rapier3d-compat/-/rapier3d-compat-0.11.2.tgz",
       "integrity": "sha512-vdWmlkpS3G8nGAzLuK7GYTpNdrkn/0NKCe0l1Jqxc7ZZOB3N0q9uG/Ap9l9bothWuAvxscIt0U97GVLr0lXWLg=="
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.20.2.tgz",
-      "integrity": "sha512-D+EBOJHXdNZcLJRBkhENNG8Wji2kgc9AZ9KiPr1JuZjsNtyHzrsfLRrY0tk2H2aoFu6RANO1y1iPPUCDYWkb5g==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.21.5.tgz",
+      "integrity": "sha512-1SDgH6ZSPTlggy1yI6+Dbkiz8xzpHJEVAlF/AM1tHPLsf5STom9rwtjE4hKAF20FfXXNTFqEYXyJNWh1GiZedQ==",
       "cpu": [
         "ppc64"
       ],
@@ -96,9 +127,9 @@
       }
     },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.20.2.tgz",
-      "integrity": "sha512-t98Ra6pw2VaDhqNWO2Oph2LXbz/EJcnLmKLGBJwEwXX/JAN83Fym1rU8l0JUWK6HkIbWONCSSatf4sf2NBRx/w==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.21.5.tgz",
+      "integrity": "sha512-vCPvzSjpPHEi1siZdlvAlsPxXl7WbOVUBBAowWug4rJHb68Ox8KualB+1ocNvT5fjv6wpkX6o/iEpbDrf68zcg==",
       "cpu": [
         "arm"
       ],
@@ -112,9 +143,9 @@
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     },
     "node_modules/@esbuild/android-arm64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.20.2.tgz",
-      "integrity": "sha512-mRzjLacRtl/tWU0SvD8lUEwb61yP9cqQo6noDZP/O8VkwafSYwZ4yWy24kan8jE/IMERpYncRt2dw438LP3Xmg==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.21.5.tgz",
+      "integrity": "sha512-c0uX9VAUBQ7dTDCjq+wdyGLowMdtR/GoC2U5IYk/7D1H1JYC0qseD7+11iMP2mRLN9RcCMRcjC4YMclCzGwS/A==",
       "cpu": [
         "arm64"
       ],
@@ -128,9 +159,9 @@
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     },
     "node_modules/@esbuild/android-x64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.20.2.tgz",
-      "integrity": "sha512-btzExgV+/lMGDDa194CcUQm53ncxzeBrWJcncOBxuC6ndBkKxnHdFJn86mCIgTELsooUmwUm9FkhSp5HYu00Rg==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.21.5.tgz",
+      "integrity": "sha512-D7aPRUUNHRBwHxzxRvp856rjUHRFW1SdQATKXH2hqA0kAZb1hKmi02OpYRacl0TxIGz/ZmXWlbZgjwWYaCakTA==",
       "cpu": [
         "x64"
       ],
@@ -144,9 +175,9 @@
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     "node_modules/@esbuild/darwin-arm64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.20.2.tgz",
-      "integrity": "sha512-4J6IRT+10J3aJH3l1yzEg9y3wkTDgDk7TSDFX+wKFiWjqWp/iCfLIYzGyasx9l0SAFPT1HwSCR+0w/h1ES/MjA==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.21.5.tgz",
+      "integrity": "sha512-DwqXqZyuk5AiWWf3UfLiRDJ5EDd49zg6O9wclZ7kUMv2WRFr4HKjXp/5t8JZ11QbQfUS6/cRCKGwYhtNAY88kQ==",
       "cpu": [
         "arm64"
       ],
@@ -160,9 +191,9 @@
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     "node_modules/@esbuild/darwin-x64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.20.2.tgz",
-      "integrity": "sha512-tBcXp9KNphnNH0dfhv8KYkZhjc+H3XBkF5DKtswJblV7KlT9EI2+jeA8DgBjp908WEuYll6pF+UStUCfEpdysA==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.21.5.tgz",
+      "integrity": "sha512-se/JjF8NlmKVG4kNIuyWMV/22ZaerB+qaSi5MdrXtd6R08kvs2qCN4C09miupktDitvh8jRFflwGFBQcxZRjbw==",
       "cpu": [
         "x64"
       ],
@@ -176,9 +207,9 @@
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     },
     "node_modules/@esbuild/freebsd-arm64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.20.2.tgz",
-      "integrity": "sha512-d3qI41G4SuLiCGCFGUrKsSeTXyWG6yem1KcGZVS+3FYlYhtNoNgYrWcvkOoaqMhwXSMrZRl69ArHsGJ9mYdbbw==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.21.5.tgz",
+      "integrity": "sha512-5JcRxxRDUJLX8JXp/wcBCy3pENnCgBR9bN6JsY4OmhfUtIHe3ZW0mawA7+RDAcMLrMIZaf03NlQiX9DGyB8h4g==",
       "cpu": [
         "arm64"
       ],
@@ -192,9 +223,9 @@
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     },
     "node_modules/@esbuild/freebsd-x64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.20.2.tgz",
-      "integrity": "sha512-d+DipyvHRuqEeM5zDivKV1KuXn9WeRX6vqSqIDgwIfPQtwMP4jaDsQsDncjTDDsExT4lR/91OLjRo8bmC1e+Cw==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.21.5.tgz",
+      "integrity": "sha512-J95kNBj1zkbMXtHVH29bBriQygMXqoVQOQYA+ISs0/2l3T9/kj42ow2mpqerRBxDJnmkUDCaQT/dfNXWX/ZZCQ==",
       "cpu": [
         "x64"
       ],
@@ -208,9 +239,9 @@
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     "node_modules/@esbuild/linux-arm": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.20.2.tgz",
-      "integrity": "sha512-VhLPeR8HTMPccbuWWcEUD1Az68TqaTYyj6nfE4QByZIQEQVWBB8vup8PpR7y1QHL3CpcF6xd5WVBU/+SBEvGTg==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.21.5.tgz",
+      "integrity": "sha512-bPb5AHZtbeNGjCKVZ9UGqGwo8EUu4cLq68E95A53KlxAPRmUyYv2D6F0uUI65XisGOL1hBP5mTronbgo+0bFcA==",
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@@ -224,9 +255,9 @@
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.20.2.tgz",
-      "integrity": "sha512-9pb6rBjGvTFNira2FLIWqDk/uaf42sSyLE8j1rnUpuzsODBq7FvpwHYZxQ/It/8b+QOS1RYfqgGFNLRI+qlq2A==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.21.5.tgz",
+      "integrity": "sha512-ibKvmyYzKsBeX8d8I7MH/TMfWDXBF3db4qM6sy+7re0YXya+K1cem3on9XgdT2EQGMu4hQyZhan7TeQ8XkGp4Q==",
       "cpu": [
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@@ -240,9 +271,9 @@
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     "node_modules/@esbuild/linux-ia32": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.20.2.tgz",
-      "integrity": "sha512-o10utieEkNPFDZFQm9CoP7Tvb33UutoJqg3qKf1PWVeeJhJw0Q347PxMvBgVVFgouYLGIhFYG0UGdBumROyiig==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.21.5.tgz",
+      "integrity": "sha512-YvjXDqLRqPDl2dvRODYmmhz4rPeVKYvppfGYKSNGdyZkA01046pLWyRKKI3ax8fbJoK5QbxblURkwK/MWY18Tg==",
       "cpu": [
         "ia32"
       ],
@@ -256,9 +287,9 @@
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     "node_modules/@esbuild/linux-loong64": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.20.2.tgz",
-      "integrity": "sha512-PR7sp6R/UC4CFVomVINKJ80pMFlfDfMQMYynX7t1tNTeivQ6XdX5r2XovMmha/VjR1YN/HgHWsVcTRIMkymrgQ==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.21.5.tgz",
+      "integrity": "sha512-uHf1BmMG8qEvzdrzAqg2SIG/02+4/DHB6a9Kbya0XDvwDEKCoC8ZRWI5JJvNdUjtciBGFQ5PuBlpEOXQj+JQSg==",
       "cpu": [
         "loong64"
       ],
@@ -272,9 +303,9 @@
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     "node_modules/@esbuild/linux-mips64el": {
-      "version": "0.20.2",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.20.2.tgz",
-      "integrity": "sha512-4BlTqeutE/KnOiTG5Y6Sb/Hw6hsBOZapOVF6njAESHInhlQAghVVZL1ZpIctBOoTFbQyGW+LsVYZ8lSSB3wkjA==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.21.5.tgz",
+      "integrity": "sha512-IajOmO+KJK23bj52dFSNCMsz1QP1DqM6cwLUv3W1QwyxkyIWecfafnI555fvSGqEKwjMXVLokcV5ygHW5b3Jbg==",
       "cpu": [
         "mips64el"
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@@ -288,9 +319,9 @@
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     "node_modules/@esbuild/linux-ppc64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.20.2.tgz",
-      "integrity": "sha512-rD3KsaDprDcfajSKdn25ooz5J5/fWBylaaXkuotBDGnMnDP1Uv5DLAN/45qfnf3JDYyJv/ytGHQaziHUdyzaAg==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.21.5.tgz",
+      "integrity": "sha512-1hHV/Z4OEfMwpLO8rp7CvlhBDnjsC3CttJXIhBi+5Aj5r+MBvy4egg7wCbe//hSsT+RvDAG7s81tAvpL2XAE4w==",
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@@ -304,9 +335,9 @@
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     "node_modules/@esbuild/linux-riscv64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.20.2.tgz",
-      "integrity": "sha512-snwmBKacKmwTMmhLlz/3aH1Q9T8v45bKYGE3j26TsaOVtjIag4wLfWSiZykXzXuE1kbCE+zJRmwp+ZbIHinnVg==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.21.5.tgz",
+      "integrity": "sha512-2HdXDMd9GMgTGrPWnJzP2ALSokE/0O5HhTUvWIbD3YdjME8JwvSCnNGBnTThKGEB91OZhzrJ4qIIxk/SBmyDDA==",
       "cpu": [
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@@ -320,9 +351,9 @@
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     "node_modules/@esbuild/linux-s390x": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.20.2.tgz",
-      "integrity": "sha512-wcWISOobRWNm3cezm5HOZcYz1sKoHLd8VL1dl309DiixxVFoFe/o8HnwuIwn6sXre88Nwj+VwZUvJf4AFxkyrQ==",
+      "version": "0.21.5",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.21.5.tgz",
+      "integrity": "sha512-zus5sxzqBJD3eXxwvjN1yQkRepANgxE9lgOW2qLnmr8ikMTphkjgXu1HR01K4FJg8h1kEEDAqDcZQtbrRnB41A==",
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@@ -336,9 +367,9 @@
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.21.5.tgz",
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@@ -352,9 +383,9 @@
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+      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-x64/-/netbsd-x64-0.21.5.tgz",
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       "cpu": [
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@@ -368,9 +399,9 @@
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     "node_modules/@esbuild/openbsd-x64": {
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+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/word-wrap": {
       "version": "1.2.5",
       "resolved": "https://registry.npmjs.org/word-wrap/-/word-wrap-1.2.5.tgz",
@@ -6390,16 +7826,17 @@
       }
     },
     "node_modules/wrap-ansi": {
-      "version": "7.0.0",
-      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
-      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "version": "8.1.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-8.1.0.tgz",
+      "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==",
+      "dev": true,
       "dependencies": {
-        "ansi-styles": "^4.0.0",
-        "string-width": "^4.1.0",
-        "strip-ansi": "^6.0.0"
+        "ansi-styles": "^6.1.0",
+        "string-width": "^5.0.1",
+        "strip-ansi": "^7.0.1"
       },
       "engines": {
-        "node": ">=10"
+        "node": ">=12"
       },
       "funding": {
         "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
@@ -6423,6 +7860,65 @@
         "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
       }
     },
+    "node_modules/wrap-ansi-cjs/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "dev": true
+    },
+    "node_modules/wrap-ansi-cjs/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "dev": true,
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-regex": {
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.1.0.tgz",
+      "integrity": "sha512-7HSX4QQb4CspciLpVFwyRe79O3xsIZDDLER21kERQ71oaPodF8jL725AgJMFAYbooIqolJoRLuM81SpeUkpkvA==",
+      "dev": true,
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-regex?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-styles": {
+      "version": "6.2.1",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.1.tgz",
+      "integrity": "sha512-bN798gFfQX+viw3R7yrGWRqnrN2oRkEkUjjl4JNn4E8GxxbjtG3FbrEIIY3l8/hrwUwIeCZvi4QuOTP4MErVug==",
+      "dev": true,
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/strip-ansi": {
+      "version": "7.1.0",
+      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.0.tgz",
+      "integrity": "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==",
+      "dev": true,
+      "dependencies": {
+        "ansi-regex": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/strip-ansi?sponsor=1"
+      }
+    },
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
@@ -6475,6 +7971,24 @@
         "node": ">=10"
       }
     },
+    "node_modules/yargs/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A=="
+    },
+    "node_modules/yargs/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
@@ -6486,6 +8000,22 @@
       "funding": {
         "url": "https://github.com/sponsors/sindresorhus"
       }
+    },
+    "node_modules/zod": {
+      "version": "3.23.8",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz",
+      "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.23.3",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.3.tgz",
+      "integrity": "sha512-TYWChTxKQbRJp5ST22o/Irt9KC5nj7CdBKYB/AosCRdj/wxEMvv4NNaj9XVUHDOIp53ZxArGhnw5HMZziPFjog==",
+      "peerDependencies": {
+        "zod": "^3.23.3"
+      }
     }
   }
 }
diff --git a/package.json b/package.json
index cf83eb4..9d530e0 100644
--- a/package.json
+++ b/package.json
@@ -12,49 +12,54 @@
     "lint": "prettier --check . && eslint .",
     "format": "prettier --write .",
     "model-pipeline:run": "node scripts/model-pipeline.js",
-    "generate-embeddings": "node scripts/generate-embeddings.js"
+    "generate-embeddings": "node scripts/generate-embeddings.js",
+    "finetune": "node scripts/finetune.js"
   },
   "devDependencies": {
-    "@sveltejs/adapter-auto": "^3.0.0",
-    "@sveltejs/adapter-node": "^5.0.1",
-    "@sveltejs/kit": "^2.0.0",
-    "@sveltejs/vite-plugin-svelte": "^3.0.0",
-    "@tailwindcss/typography": "^0.5.13",
-    "@theatre/core": "^0.7.1",
-    "@theatre/studio": "^0.7.1",
-    "@threlte/theatre": "^2.1.7",
-    "@types/eslint": "^8.56.0",
+    "@sveltejs/adapter-auto": "^3.2.4",
+    "@sveltejs/adapter-node": "^5.2.2",
+    "@sveltejs/kit": "^2.5.22",
+    "@sveltejs/vite-plugin-svelte": "^3.1.1",
+    "@tailwindcss/typography": "^0.5.14",
+    "@theatre/core": "^0.7.2",
+    "@theatre/studio": "^0.7.2",
+    "@threlte/theatre": "^2.1.8",
+    "@types/eslint": "^8.56.11",
     "@types/three": "^0.159.0",
-    "@typescript-eslint/eslint-plugin": "^7.0.0",
-    "@typescript-eslint/parser": "^7.0.0",
-    "autoprefixer": "^10.4.19",
-    "daisyui": "^4.11.1",
-    "eslint": "^8.56.0",
+    "@typescript-eslint/eslint-plugin": "^7.18.0",
+    "@typescript-eslint/parser": "^7.18.0",
+    "autoprefixer": "^10.4.20",
+    "daisyui": "^4.12.10",
+    "eslint": "^8.57.0",
     "eslint-config-prettier": "^9.1.0",
-    "eslint-plugin-svelte": "^2.35.1",
+    "eslint-plugin-svelte": "^2.43.0",
     "fs-extra": "^11.2.0",
-    "postcss": "^8.4.38",
-    "prettier": "^3.1.1",
-    "prettier-plugin-svelte": "^3.1.2",
-    "svelte": "^4.2.7",
-    "svelte-check": "^3.6.0",
-    "tailwindcss": "^3.4.3",
-    "tslib": "^2.4.1",
-    "typescript": "^5.0.0",
-    "vite": "^5.0.3",
-    "vitest": "^1.2.0"
+    "postcss": "^8.4.41",
+    "prettier": "^3.3.3",
+    "prettier-plugin-svelte": "^3.2.6",
+    "svelte": "^4.2.18",
+    "svelte-check": "^3.8.5",
+    "tailwindcss": "^3.4.10",
+    "tslib": "^2.6.3",
+    "typescript": "^5.5.4",
+    "vite": "^5.4.1",
+    "vitest": "^1.6.0"
   },
   "type": "module",
   "dependencies": {
     "@dimforge/rapier3d-compat": "^0.11.2",
+    "@langchain/anthropic": "^0.3.1",
+    "@langchain/community": "^0.3.1",
+    "@langchain/openai": "^0.3.0",
+    "@langchain/textsplitters": "^0.1.0",
     "@tensorflow-models/universal-sentence-encoder": "^1.3.3",
     "@tensorflow/tfjs-node": "^4.20.0",
-    "@threlte/core": "^7.3.0",
-    "@threlte/extras": "^8.11.2",
-    "@threlte/rapier": "^2.0.0",
+    "@threlte/core": "^7.3.1",
+    "@threlte/extras": "^8.11.5",
+    "@threlte/rapier": "^2.0.1",
     "fuse.js": "^7.0.0",
     "marked": "^12.0.2",
-    "mdsvex": "^0.11.0",
+    "mdsvex": "^0.11.2",
     "three": "^0.159.0"
   }
 }
diff --git a/scripts/finetune.js b/scripts/finetune.js
new file mode 100644
index 0000000..d941ca3
--- /dev/null
+++ b/scripts/finetune.js
@@ -0,0 +1,35 @@
+// scripts/finetune.js
+import { GithubRepoLoader } from '@langchain/community/document_loaders/web/github';
+import { RecursiveCharacterTextSplitter } from '@langchain/textsplitters';
+import { OpenAIEmbeddings } from '@langchain/openai';
+import { FaissStore } from '@langchain/community/vectorstores/faiss';
+import { fileURLToPath } from 'url';
+import { dirname, join } from 'path';
+
+const __filename = fileURLToPath(import.meta.url);
+const __dirname = dirname(__filename);
+
+async function finetune() {
+	console.log('Fine-tuning model...');
+
+	const loader = new GithubRepoLoader('https://github.com/silentsilas/Authenticator', {
+		branch: 'develop',
+		recursive: true,
+		unknown: 'warn',
+		maxConcurrency: 5
+	});
+	const docs = await loader.load();
+
+	const textSplitter = new RecursiveCharacterTextSplitter({ chunkSize: 1000 });
+	const splitDocs = await textSplitter.splitDocuments(docs);
+
+	const embeddings = new OpenAIEmbeddings();
+	const vectorStore = await FaissStore.fromDocuments(splitDocs, embeddings);
+
+	const directory = join(__dirname, '..', 'vectorstore');
+	await vectorStore.save(directory);
+
+	console.log('Fine-tuning complete. Vector store saved.');
+}
+
+finetune();
diff --git a/src/hooks.server.ts b/src/hooks.server.ts
index c526875..5c5722b 100644
--- a/src/hooks.server.ts
+++ b/src/hooks.server.ts
@@ -1,5 +1,7 @@
 import { getModel } from '$lib/utils/search';
 import { building } from '$app/environment';
+import type { Handle } from '@sveltejs/kit';
+import { v4 as uuidv4 } from 'uuid';
 
 if (!building) {
 	getModel().catch((error) => {
@@ -8,3 +10,18 @@ if (!building) {
 
 	console.log('Model loaded successfully!');
 }
+
+export const handle: Handle = async ({ event, resolve }) => {
+	// Check for existing session
+	let sessionId = event.cookies.get('sessionId');
+
+	// If no session exists, create a new one
+	if (!sessionId) {
+		sessionId = uuidv4();
+		event.cookies.set('sessionId', sessionId, { path: '/', httpOnly: true, sameSite: 'strict', maxAge: 60 * 60 * 24 * 7 }); // 1 week
+	}
+	// Add sessionId to locals for easy access in routes
+	event.locals = { ...event.locals, sessionId };
+
+	return resolve(event);
+};
diff --git a/src/routes/ai/+layout.svelte b/src/routes/ai/+layout.svelte
new file mode 100644
index 0000000..2a56dd3
--- /dev/null
+++ b/src/routes/ai/+layout.svelte
@@ -0,0 +1,9 @@
+<script lang="ts">
+	import SearchResults from '$lib/components/SearchResults.svelte';
+	import AppContainer from '$lib/components/scenes/app/AppContainer.svelte';
+</script>
+
+<AppContainer>
+	<slot />
+	<SearchResults />
+</AppContainer>
diff --git a/src/routes/ai/+layout.ts b/src/routes/ai/+layout.ts
new file mode 100644
index 0000000..ae88a27
--- /dev/null
+++ b/src/routes/ai/+layout.ts
@@ -0,0 +1,2 @@
+export const prerender = false;
+export const ssr = false;
diff --git a/src/routes/ai/+page.svelte b/src/routes/ai/+page.svelte
new file mode 100644
index 0000000..11f4a73
--- /dev/null
+++ b/src/routes/ai/+page.svelte
@@ -0,0 +1,141 @@
+<script lang="ts">
+	import '../../app.css';
+	import type { SearchResult } from '$lib/utils/search';
+	import { searchResults } from '$lib/store';
+	import { onMount } from 'svelte';
+	import { marked } from 'marked';
+	import { HumanMessage, AIMessage } from '@langchain/core/messages';
+	import type { ChatHistory } from '../api/ai/+server';
+	import { PUBLIC_LOAD_DUMMY_HISTORY } from '$env/static/public';
+
+	let searchResultsValue: SearchResult[] = [];
+	let query = '';
+	let loading = false;
+	function generateDummyHistory() {
+		return [
+			JSON.parse(JSON.stringify(new HumanMessage({ content: 'Hello, AI!' }))),
+			JSON.parse(JSON.stringify(new AIMessage({ content: 'Hello! How can I assist you today?' }))),
+			JSON.parse(JSON.stringify(new HumanMessage({ content: "What's the weather like?" }))),
+			JSON.parse(
+				JSON.stringify(
+					new AIMessage({
+						content:
+							"I'm sorry, but I don't have access to real-time weather information. You might want to check a weather app or website for the most up-to-date forecast."
+					})
+				)
+			)
+		];
+	}
+
+	let chatHistory: ChatHistory = [];
+
+	onMount(async () => {
+		try {
+			if (PUBLIC_LOAD_DUMMY_HISTORY === 'true') {
+				chatHistory = generateDummyHistory();
+				return;
+			}
+			const response = await fetch('/api/ai');
+			const data = await response.json();
+			chatHistory = data.chatHistory || [];
+		} catch (error) {
+			console.error('Error fetching chat history:', error);
+		}
+	});
+
+	searchResults.subscribe((value: SearchResult[]) => {
+		searchResultsValue = value ? value : [];
+	});
+
+	function getRoleAndContent(message: any): { role: string; content: string } {
+		if (message.type === 'constructor') {
+			const messageType = message.id[2];
+			return {
+				role: messageType.replace('Message', '').toLowerCase(),
+				content: message.kwargs.content
+			};
+		}
+		return {
+			role: 'unknown',
+			content: JSON.stringify(message)
+		};
+	}
+
+	// safely render markdown
+	function renderMarkdown(content: string) {
+		return marked(content);
+	}
+
+	async function handleSubmit() {
+		loading = true;
+		try {
+			const response = await fetch('/api/ai', {
+				method: 'POST',
+				headers: {
+					'Content-Type': 'application/json'
+				},
+				body: JSON.stringify({ query })
+			});
+			const data = await response.json();
+			chatHistory = data.chatHistory || [];
+
+			query = '';
+		} catch (error) {
+			console.error('Error fetching AI response:', error);
+		} finally {
+			loading = false;
+		}
+	}
+</script>
+
+<svelte:head>
+	<title>silentsilas - AI</title>
+</svelte:head>
+
+{#if searchResultsValue.length === 0}
+	<div class="flex-grow flex-col overflow-auto p-4">
+		<div class="space-y-4">
+			{#each chatHistory as message}
+				{@const { role, content } = getRoleAndContent(message)}
+				{#if role === 'human'}
+					<div class="chat chat-end">
+						<div class="chat-bubble chat-bubble-primary">
+							{@html renderMarkdown(content)}
+						</div>
+					</div>
+				{:else}
+					<div class="p-4 rounded-lg bg-base-300 prose md:container">
+						{@html renderMarkdown(content)}
+					</div>
+				{/if}
+			{/each}
+		</div>
+
+		{#if loading}
+			<div class="mt-4">
+				<span class="loading loading-dots loading-lg"></span>
+			</div>
+		{/if}
+		<form on:submit|preventDefault={handleSubmit} class="mt-4 flex-col">
+			<label class="form-control">
+				<div class="label">
+					<span class="label-text">
+						Querying the Authenticator <a
+							href="https://git.silentsilas.com/silentsilas/Authenticator"
+							target="_blank"
+							class="link-primary">repository</a
+						>
+					</span>
+				</div>
+				<textarea
+					bind:value={query}
+					class="textarea textarea-bordered h-24"
+					placeholder="Type your message here..."
+				></textarea>
+			</label>
+			<button type="submit" class="btn btn-block btn-primary mt-2" disabled={loading}>
+				Send
+			</button>
+		</form>
+	</div>
+{/if}
diff --git a/src/routes/api/ai/+server.ts b/src/routes/api/ai/+server.ts
new file mode 100644
index 0000000..d41199d
--- /dev/null
+++ b/src/routes/api/ai/+server.ts
@@ -0,0 +1,82 @@
+import { json } from '@sveltejs/kit';
+import { FaissStore } from '@langchain/community/vectorstores/faiss';
+import { OpenAIEmbeddings } from '@langchain/openai';
+import { ChatAnthropic } from '@langchain/anthropic';
+import { RunnableSequence, RunnablePassthrough } from '@langchain/core/runnables';
+import { StringOutputParser } from '@langchain/core/output_parsers';
+import { ChatPromptTemplate } from '@langchain/core/prompts';
+import { join } from 'path';
+import { HumanMessage, AIMessage, SystemMessage } from '@langchain/core/messages';
+import type { RequestEvent } from '@sveltejs/kit';
+
+const chatHistories: Record<string, ChatHistory> = {};
+
+type VectorDocument = {
+	pageContent: string;
+};
+
+const formatDocumentsAsString = (documents: VectorDocument[]) => {
+	return documents.map((doc) => doc.pageContent).join('\n\n');
+};
+
+export type ChatHistory = HumanMessage[] | AIMessage[] | SystemMessage[];
+
+export async function POST({ request, locals }: RequestEvent): Promise<Response> {
+	const { query } = await request.json();
+	const sessionId = locals.sessionId;
+
+	if (!chatHistories[sessionId]) {
+		chatHistories[sessionId] = [];
+	}
+	const chatHistory = chatHistories[sessionId];
+
+	const directory = join(process.cwd(), 'vectorstore');
+	const embeddings = new OpenAIEmbeddings();
+	const vectorStore = await FaissStore.load(directory, embeddings);
+	const vectorStoreRetriever = vectorStore.asRetriever();
+
+	const model = new ChatAnthropic({
+		modelName: 'claude-3-5-sonnet-20240620',
+		anthropicApiKey: process.env.ANTHROPIC_API_KEY
+	});
+
+	const SYSTEM_TEMPLATE = `Use the following pieces of context to answer the question at the end.
+If you don't know the answer, just say that you don't know, don't try to make up an answer.
+
+----------------
+
+Context:
+{context}
+
+Question:
+{question}`;
+
+	const prompt = ChatPromptTemplate.fromMessages([
+		['system', SYSTEM_TEMPLATE],
+		...chatHistory,
+		['user', '{question}']
+	]);
+
+	const chain = RunnableSequence.from([
+		{
+			context: vectorStoreRetriever.pipe(formatDocumentsAsString),
+			question: new RunnablePassthrough(),
+		},
+		prompt,
+		model,
+		new StringOutputParser()
+	]);
+
+	const answer = await chain.invoke(query);
+
+	chatHistory.push(new HumanMessage({ content: query }));
+	chatHistory.push(new AIMessage({ content: answer }));
+
+	return json({ response: answer, chatHistory });
+}
+
+export async function GET({ locals }): Promise<Response> {
+	const sessionId = locals.sessionId;
+	const chatHistory = chatHistories[sessionId] || [];
+	return json({ chatHistory });
+}
diff --git a/src/routes/projects/+layout.svelte b/src/routes/projects/+layout.svelte
index 5ad9fbd..2a56dd3 100644
--- a/src/routes/projects/+layout.svelte
+++ b/src/routes/projects/+layout.svelte
@@ -1,6 +1,4 @@
 <script lang="ts">
-	import Footer from '$lib/components/Footer.svelte';
-	import NavBar from '$lib/components/NavBar.svelte';
 	import SearchResults from '$lib/components/SearchResults.svelte';
 	import AppContainer from '$lib/components/scenes/app/AppContainer.svelte';
 </script>
diff --git a/svelte.config.js b/svelte.config.js
index 8b4f38a..6d206e3 100644
--- a/svelte.config.js
+++ b/svelte.config.js
@@ -6,10 +6,12 @@ import { mdsvex } from 'mdsvex';
 const config = {
 	// Consult https://kit.svelte.dev/docs/integrations#preprocessors
 	// for more information about preprocessors
-	preprocess: [vitePreprocess(), mdsvex({ extensions: ['.md'], layout: {
-		poetry: './src/lib/utils/PoetryLayout.svelte',
-		thoughts: './src/lib/utils/ThoughtsLayout.svelte',
-}})],
+	preprocess: [vitePreprocess(), mdsvex({
+		extensions: ['.md'], layout: {
+			poetry: './src/lib/utils/PoetryLayout.svelte',
+			thoughts: './src/lib/utils/ThoughtsLayout.svelte',
+		}
+	})],
 
 
 	kit: {