diff --git a/package-lock.json b/package-lock.json
index f8ec228..bebe355 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,7 +1,7 @@
 {
   "name": "langchain-ts-starter",
   "version": "1.0.0",
-  "lockfileVersion": 2,
+  "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
@@ -9,8 +9,8 @@
       "version": "1.0.0",
       "license": "MIT",
       "dependencies": {
+        "@huggingface/transformers": "^4.2.0",
         "@pinecone-database/pinecone": "^2.0.0",
-        "@xenova/transformers": "^2.2.0",
         "chalk": "^5.2.0",
         "cli-progress": "^3.12.0",
         "console-table-printer": "^2.11.1",
@@ -36,43 +36,23 @@
         "prettier": "^2.8.3",
         "tsx": "^3.12.3",
         "typescript": "^5.0.4",
-        "vitest": "^2.1.9"
+        "vitest": "^3.2.7"
       }
     },
-    "node_modules/@esbuild-kit/cjs-loader": {
-      "version": "2.4.2",
-      "resolved": "https://registry.npmjs.org/@esbuild-kit/cjs-loader/-/cjs-loader-2.4.2.tgz",
-      "integrity": "sha512-BDXFbYOJzT/NBEtp71cvsrGPwGAMGRB/349rwKuoxNSiKjPraNNnlK6MIIabViCjqZugu6j+xeMDlEkWdHHJSg==",
-      "dev": true,
-      "dependencies": {
-        "@esbuild-kit/core-utils": "^3.0.0",
-        "get-tsconfig": "^4.4.0"
-      }
-    },
-    "node_modules/@esbuild-kit/core-utils": {
-      "version": "3.1.0",
-      "resolved": "https://registry.npmjs.org/@esbuild-kit/core-utils/-/core-utils-3.1.0.tgz",
-      "integrity": "sha512-Uuk8RpCg/7fdHSceR1M6XbSZFSuMrxcePFuGgyvsBn+u339dk5OeL4jv2EojwTN2st/unJGsVm4qHWjWNmJ/tw==",
-      "dev": true,
-      "dependencies": {
-        "esbuild": "~0.17.6",
-        "source-map-support": "^0.5.21"
-      }
-    },
-    "node_modules/@esbuild-kit/esm-loader": {
-      "version": "2.5.5",
-      "resolved": "https://registry.npmjs.org/@esbuild-kit/esm-loader/-/esm-loader-2.5.5.tgz",
-      "integrity": "sha512-Qwfvj/qoPbClxCRNuac1Du01r9gvNOT+pMYtJDapfB1eoGN1YlJ1BixLyL9WVENRx5RXgNLdfYdx/CuswlGhMw==",
-      "dev": true,
+    "node_modules/@emnapi/runtime": {
+      "version": "1.11.2",
+      "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.2.tgz",
+      "integrity": "sha512-kyOl3X0DuTiT1h2ft8r2fYO8JYtU9a9Xis/zBSiGArNaagCOWx90N1k2wxp18czFDH+OgcWGb5ZP/XMt3dcyPA==",
+      "license": "MIT",
+      "optional": true,
       "dependencies": {
-        "@esbuild-kit/core-utils": "^3.0.0",
-        "get-tsconfig": "^4.4.0"
+        "tslib": "^2.4.0"
       }
     },
     "node_modules/@esbuild/aix-ppc64": {
-      "version": "0.21.5",
-      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.21.5.tgz",
-      "integrity": "sha512-1SDgH6ZSPTlggy1yI6+Dbkiz8xzpHJEVAlF/AM1tHPLsf5STom9rwtjE4hKAF20FfXXNTFqEYXyJNWh1GiZedQ==",
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.28.1.tgz",
+      "integrity": "sha512-Svl7tq8k/08+p6CXPpRjQ1fKX+1odH/BQbb48fV6fj3CWHhsoIOoY87w1oHXm0qEpkIK3ZfVgp0hed3XBXzXMQ==",
       "cpu": [
         "ppc64"
       ],
@@ -83,16 +63,17 @@
         "aix"
       ],
       "engines": {
-        "node": ">=12"
+        "node": ">=18"
       }
     },
     "node_modules/@esbuild/android-arm": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.17.12.tgz",
-      "integrity": "sha512-E/sgkvwoIfj4aMAPL2e35VnUJspzVYl7+M1B2cqeubdBhADV4uPon0KCc8p2G+LqSJ6i8ocYPCqY3A4GGq0zkQ==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.17.19.tgz",
+      "integrity": "sha512-rIKddzqhmav7MSmoFCmDIb6e2W57geRsM94gV2l38fzhXMwq7hZoClug9USI2pFRGL06f4IOPHHpFNOkWieR8A==",
       "cpu": [
         "arm"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -102,12 +83,13 @@
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     },
     "node_modules/@esbuild/android-arm64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.17.12.tgz",
-      "integrity": "sha512-WQ9p5oiXXYJ33F2EkE3r0FRDFVpEdcDiwNX3u7Xaibxfx6vQE0Sb8ytrfQsA5WO6kDn6mDfKLh6KrPBjvkk7xA==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.17.19.tgz",
+      "integrity": "sha512-KBMWvEZooR7+kzY0BtbTQn0OAYY7CsiydT63pVEaPtVYF0hXbUaOyZog37DKxK7NF3XacBJOpYT4adIJh+avxA==",
       "cpu": [
         "arm64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -117,12 +99,13 @@
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     },
     "node_modules/@esbuild/android-x64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.17.12.tgz",
-      "integrity": "sha512-m4OsaCr5gT+se25rFPHKQXARMyAehHTQAz4XX1Vk3d27VtqiX0ALMBPoXZsGaB6JYryCLfgGwUslMqTfqeLU0w==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.17.19.tgz",
+      "integrity": "sha512-uUTTc4xGNDT7YSArp/zbtmbhO0uEEK9/ETW29Wk1thYUJBz3IVnvgEiEwEa9IeLyvnpKrWK64Utw2bgUmDveww==",
       "cpu": [
         "x64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "android"
@@ -132,12 +115,13 @@
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     },
     "node_modules/@esbuild/darwin-arm64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.17.12.tgz",
-      "integrity": "sha512-O3GCZghRIx+RAN0NDPhyyhRgwa19MoKlzGonIb5hgTj78krqp9XZbYCvFr9N1eUxg0ZQEpiiZ4QvsOQwBpP+lg==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.17.19.tgz",
+      "integrity": "sha512-80wEoCfF/hFKM6WE1FyBHc9SfUblloAWx6FJkFWTWiCoht9Mc0ARGEM47e67W9rI09YoUxJL68WHfDRYEAvOhg==",
       "cpu": [
         "arm64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "darwin"
@@ -147,12 +131,13 @@
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     "node_modules/@esbuild/darwin-x64": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.17.12.tgz",
-      "integrity": "sha512-5D48jM3tW27h1qjaD9UNRuN+4v0zvksqZSPZqeSWggfMlsVdAhH3pwSfQIFJwcs9QJ9BRibPS4ViZgs3d2wsCA==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.17.19.tgz",
+      "integrity": "sha512-IJM4JJsLhRYr9xdtLytPLSH9k/oxR3boaUIYiHkAawtwNOXKE8KoU8tMvryogdcT8AU+Bflmh81Xn6Q0vTZbQw==",
       "cpu": [
         "x64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "darwin"
@@ -162,12 +147,13 @@
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     },
     "node_modules/@esbuild/freebsd-arm64": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.17.12.tgz",
-      "integrity": "sha512-OWvHzmLNTdF1erSvrfoEBGlN94IE6vCEaGEkEH29uo/VoONqPnoDFfShi41Ew+yKimx4vrmmAJEGNoyyP+OgOQ==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.17.19.tgz",
+      "integrity": "sha512-pBwbc7DufluUeGdjSU5Si+P3SoMF5DQ/F/UmTSb8HXO80ZEAJmrykPyzo1IfNbAoaqw48YRpv8shwd1NoI0jcQ==",
       "cpu": [
         "arm64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "freebsd"
@@ -177,12 +163,13 @@
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     },
     "node_modules/@esbuild/freebsd-x64": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.17.12.tgz",
-      "integrity": "sha512-A0Xg5CZv8MU9xh4a+7NUpi5VHBKh1RaGJKqjxe4KG87X+mTjDE6ZvlJqpWoeJxgfXHT7IMP9tDFu7IZ03OtJAw==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.17.19.tgz",
+      "integrity": "sha512-4lu+n8Wk0XlajEhbEffdy2xy53dpR06SlzvhGByyg36qJw6Kpfk7cp45DR/62aPH9mtJRmIyrXAS5UWBrJT6TQ==",
       "cpu": [
         "x64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "freebsd"
@@ -192,12 +179,13 @@
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     },
     "node_modules/@esbuild/linux-arm": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.17.12.tgz",
-      "integrity": "sha512-WsHyJ7b7vzHdJ1fv67Yf++2dz3D726oO3QCu8iNYik4fb5YuuReOI9OtA+n7Mk0xyQivNTPbl181s+5oZ38gyA==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.17.19.tgz",
+      "integrity": "sha512-cdmT3KxjlOQ/gZ2cjfrQOtmhG4HJs6hhvm3mWSRDPtZ/lP5oe8FWceS10JaSJC13GBd4eH/haHnqf7hhGNLerA==",
       "cpu": [
         "arm"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -207,12 +195,13 @@
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     },
     "node_modules/@esbuild/linux-arm64": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.17.12.tgz",
-      "integrity": "sha512-cK3AjkEc+8v8YG02hYLQIQlOznW+v9N+OI9BAFuyqkfQFR+DnDLhEM5N8QRxAUz99cJTo1rLNXqRrvY15gbQUg==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-arm64/-/linux-arm64-0.17.19.tgz",
+      "integrity": "sha512-ct1Tg3WGwd3P+oZYqic+YZF4snNl2bsnMKRkb3ozHmnM0dGWuxcPTTntAF6bOP0Sp4x0PjSF+4uHQ1xvxfRKqg==",
       "cpu": [
         "arm64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -222,12 +211,13 @@
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     "node_modules/@esbuild/linux-ia32": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.17.12.tgz",
-      "integrity": "sha512-jdOBXJqcgHlah/nYHnj3Hrnl9l63RjtQ4vn9+bohjQPI2QafASB5MtHAoEv0JQHVb/xYQTFOeuHnNYE1zF7tYw==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ia32/-/linux-ia32-0.17.19.tgz",
+      "integrity": "sha512-w4IRhSy1VbsNxHRQpeGCHEmibqdTUx61Vc38APcsRbuVgK0OPEnQ0YD39Brymn96mOx48Y2laBQGqgZ0j9w6SQ==",
       "cpu": [
         "ia32"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -237,12 +227,13 @@
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     "node_modules/@esbuild/linux-loong64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.17.12.tgz",
-      "integrity": "sha512-GTOEtj8h9qPKXCyiBBnHconSCV9LwFyx/gv3Phw0pa25qPYjVuuGZ4Dk14bGCfGX3qKF0+ceeQvwmtI+aYBbVA==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-loong64/-/linux-loong64-0.17.19.tgz",
+      "integrity": "sha512-2iAngUbBPMq439a+z//gE+9WBldoMp1s5GWsUSgqHLzLJ9WoZLZhpwWuym0u0u/4XmZ3gpHmzV84PonE+9IIdQ==",
       "cpu": [
         "loong64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -252,12 +243,13 @@
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     },
     "node_modules/@esbuild/linux-mips64el": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.17.12.tgz",
-      "integrity": "sha512-o8CIhfBwKcxmEENOH9RwmUejs5jFiNoDw7YgS0EJTF6kgPgcqLFjgoc5kDey5cMHRVCIWc6kK2ShUePOcc7RbA==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-mips64el/-/linux-mips64el-0.17.19.tgz",
+      "integrity": "sha512-LKJltc4LVdMKHsrFe4MGNPp0hqDFA1Wpt3jE1gEyM3nKUvOiO//9PheZZHfYRfYl6AwdTH4aTcXSqBerX0ml4A==",
       "cpu": [
         "mips64el"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -267,12 +259,13 @@
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     "node_modules/@esbuild/linux-ppc64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.17.12.tgz",
-      "integrity": "sha512-biMLH6NR/GR4z+ap0oJYb877LdBpGac8KfZoEnDiBKd7MD/xt8eaw1SFfYRUeMVx519kVkAOL2GExdFmYnZx3A==",
+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-ppc64/-/linux-ppc64-0.17.19.tgz",
+      "integrity": "sha512-/c/DGybs95WXNS8y3Ti/ytqETiW7EU44MEKuCAcpPto3YjQbyK3IQVKfF6nbghD7EcLUGl0NbiL5Rt5DMhn5tg==",
       "cpu": [
         "ppc64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -282,12 +275,13 @@
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     "node_modules/@esbuild/linux-riscv64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.17.12.tgz",
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+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-riscv64/-/linux-riscv64-0.17.19.tgz",
+      "integrity": "sha512-FC3nUAWhvFoutlhAkgHf8f5HwFWUL6bYdvLc/TTuxKlvLi3+pPzdZiFKSWz/PF30TB1K19SuCxDTI5KcqASJqA==",
       "cpu": [
         "riscv64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -297,12 +291,13 @@
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     "node_modules/@esbuild/linux-s390x": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.17.12.tgz",
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+      "version": "0.17.19",
+      "resolved": "https://registry.npmjs.org/@esbuild/linux-s390x/-/linux-s390x-0.17.19.tgz",
+      "integrity": "sha512-IbFsFbxMWLuKEbH+7sTkKzL6NJmG2vRyy6K7JJo55w+8xDk7RElYn6xvXtDW8HCfoKBFK69f3pgBJSUSQPr+4Q==",
       "cpu": [
         "s390x"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -312,12 +307,13 @@
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-      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.17.12.tgz",
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+      "resolved": "https://registry.npmjs.org/@esbuild/linux-x64/-/linux-x64-0.17.19.tgz",
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       "cpu": [
         "x64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "linux"
@@ -326,13 +322,31 @@
         "node": ">=12"
       }
     },
+    "node_modules/@esbuild/netbsd-arm64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-arm64/-/netbsd-arm64-0.28.1.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "netbsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
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     "node_modules/@esbuild/netbsd-x64": {
-      "version": "0.17.12",
-      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-x64/-/netbsd-x64-0.17.12.tgz",
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+      "resolved": "https://registry.npmjs.org/@esbuild/netbsd-x64/-/netbsd-x64-0.17.19.tgz",
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       "cpu": [
         "x64"
       ],
+      "license": "MIT",
       "optional": true,
       "os": [
         "netbsd"
@@ -341,13 +355,31 @@
         "node": ">=12"
       }
     },
+    "node_modules/@esbuild/openbsd-arm64": {
+      "version": "0.28.1",
+      "resolved": "https://registry.npmjs.org/@esbuild/openbsd-arm64/-/openbsd-arm64-0.28.1.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "openbsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
     "node_modules/@esbuild/openbsd-x64": {
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-      "resolved": "https://registry.npmjs.org/@esbuild/openbsd-x64/-/openbsd-x64-0.17.12.tgz",
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-      "requires": {
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+      "dependencies": {
         "isexe": "^2.0.0"
+      },
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+        "node-which": "bin/node-which"
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+      "dev": true,
+      "license": "MIT",
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+        "is-boolean-object": "^1.2.1",
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+        "is-weakref": "^1.0.2",
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+        "which-collection": "^1.0.2",
+        "which-typed-array": "^1.1.16"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
       }
     },
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+      "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
+      "integrity": "sha512-K4jVyjnBdgvc86Y6BkaLZEN933SwYOuBFkdmBu9ZfkcAbdVbpITnDmjvZ/aQjRXQrv5EPkTnD1s39GiiqbngCw==",
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-        "is-number-object": "^1.0.4",
-        "is-string": "^1.0.5",
-        "is-symbol": "^1.0.3"
+      "license": "MIT",
+      "dependencies": {
+        "is-map": "^2.0.3",
+        "is-set": "^2.0.3",
+        "is-weakmap": "^2.0.2",
+        "is-weakset": "^2.0.3"
+      },
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+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
       }
     },
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+      "version": "1.1.22",
+      "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.22.tgz",
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-        "has-tostringtag": "^1.0.0",
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+      "license": "MIT",
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+        "has-tostringtag": "^1.0.2"
+      },
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+        "url": "https://github.com/sponsors/ljharb"
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+      "dependencies": {
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         "stackback": "0.0.2"
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+      "bin": {
+        "why-is-node-running": "cli.js"
+      },
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+      "license": "MIT",
+      "engines": {
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+      }
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+    "node_modules/wrap-ansi": {
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+      },
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       }
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       "dev": true,
-      "optional": true,
-      "peer": true
+      "license": "ISC"
     },
-    "y18n": {
+    "node_modules/y18n": {
       "version": "5.0.8",
       "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
-      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA=="
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
     },
-    "yallist": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
-      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
-    },
-    "yargs": {
-      "version": "17.7.2",
-      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
-      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
-      "requires": {
+    "node_modules/yaml": {
+      "version": "1.10.3",
+      "resolved": "https://registry.npmjs.org/yaml/-/yaml-1.10.3.tgz",
+      "integrity": "sha512-vIYeF1u3CjlhAFekPPAk2h/Kv4T3mAkMox5OymRiJQB0spDP10LHvt+K7G9Ny6NuuMAb25/6n1qyUjAcGNf/AA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">= 6"
+      }
+    },
+    "node_modules/yargs": {
+      "version": "17.7.3",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.3.tgz",
+      "integrity": "sha512-GZtjxm/J/4TSxuL3FNYjCmLktBTnIw/rVmKSIyKeYAZpmJB2ig9VauCC5xsa82GNKVKDAqpOn3KVzNt0zmrU0g==",
+      "license": "MIT",
+      "dependencies": {
         "cliui": "^8.0.1",
         "escalade": "^3.1.1",
         "get-caller-file": "^2.0.5",
@@ -11268,18 +8809,32 @@
         "string-width": "^4.2.3",
         "y18n": "^5.0.5",
         "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
       }
     },
-    "yargs-parser": {
+    "node_modules/yargs-parser": {
       "version": "21.1.1",
       "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
-      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw=="
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
     },
-    "yocto-queue": {
+    "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
       "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
-      "dev": true
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
     }
   }
 }
diff --git a/package.json b/package.json
index 008bc91..4295b3e 100644
--- a/package.json
+++ b/package.json
@@ -30,8 +30,8 @@
   "author": "",
   "license": "MIT",
   "dependencies": {
+    "@huggingface/transformers": "^4.2.0",
     "@pinecone-database/pinecone": "^2.0.0",
-    "@xenova/transformers": "^2.2.0",
     "chalk": "^5.2.0",
     "cli-progress": "^3.12.0",
     "console-table-printer": "^2.11.1",
@@ -57,6 +57,6 @@
     "prettier": "^2.8.3",
     "tsx": "^3.12.3",
     "typescript": "^5.0.4",
-    "vitest": "^2.1.9"
+    "vitest": "^3.2.7"
   }
 }
diff --git a/src/embeddings.ts b/src/embeddings.ts
index e9fb2ed..85e9c4d 100644
--- a/src/embeddings.ts
+++ b/src/embeddings.ts
@@ -1,5 +1,9 @@
 import { randomUUID } from "crypto";
-import { Pipeline, pipeline, AutoConfig } from "@xenova/transformers";
+import {
+  pipeline,
+  AutoConfig,
+  type FeatureExtractionPipeline,
+} from "@huggingface/transformers";
 import type {
   PineconeRecord,
   RecordMetadata,
@@ -15,12 +19,12 @@ function isString(test: any): test is string {
 }
 
 class Embedder {
-  private pipe: Pipeline;
+  private pipe: FeatureExtractionPipeline;
 
   async init(modelName: string) {
     const config = await AutoConfig.from_pretrained(modelName);
-    this.pipe = await pipeline("embeddings", modelName, {
-      quantized: false,
+    this.pipe = await pipeline("feature-extraction", modelName, {
+      dtype: "fp32",
       config,
     });
   }