diff --git a/apps/main/package.json b/apps/main/package.json
index d50b97b5a..46e426883 100644
--- a/apps/main/package.json
+++ b/apps/main/package.json
@@ -25,7 +25,7 @@
     "@tensorflow-models/toxicity": "1.2.2",
     "@tensorflow/tfjs": "3.18.0",
     "@tensorflow/tfjs-converter": "3.18.0",
-    "@tensorflow/tfjs-core": "3.18.0",
+    "@tensorflow/tfjs-core": "4.0.0",
     "cors": "2.8.5",
     "eta": "1.12.3",
     "github-slugger": "1.5.0",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 7ae023856..c38108384 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -140,7 +140,7 @@ importers:
       '@tensorflow-models/toxicity': 1.2.2
       '@tensorflow/tfjs': 3.18.0
       '@tensorflow/tfjs-converter': 3.18.0
-      '@tensorflow/tfjs-core': 3.18.0
+      '@tensorflow/tfjs-core': 4.0.0
       '@types/cors': 2.8.12
       '@types/github-slugger': 1.3.0
       '@types/jest': 28.1.8
@@ -204,10 +204,10 @@ importers:
       '@chirpy-dev/utils': link:../../packages/utils
       '@radix-ui/colors': 0.1.8
       '@sendinblue/client': 3.2.2
-      '@tensorflow-models/toxicity': 1.2.2_ce7e77rhh6oipcy6kxvkentnmi
+      '@tensorflow-models/toxicity': 1.2.2_s4cfdw2klzbn2uhokbnswcnndi
       '@tensorflow/tfjs': 3.18.0
-      '@tensorflow/tfjs-converter': 3.18.0_br26fteayl44zj43fz4bazb7oq
-      '@tensorflow/tfjs-core': 3.18.0
+      '@tensorflow/tfjs-converter': 3.18.0_hdmpc5coifabqk2ogondqkcwg4
+      '@tensorflow/tfjs-core': 4.0.0
       cors: 2.8.5
       eta: 1.12.3
       github-slugger: 1.5.0
@@ -7333,25 +7333,25 @@ packages:
       tailwindcss: 3.2.1_postcss@8.4.16
     dev: false
 
-  /@tensorflow-models/toxicity/1.2.2_ce7e77rhh6oipcy6kxvkentnmi:
+  /@tensorflow-models/toxicity/1.2.2_s4cfdw2klzbn2uhokbnswcnndi:
     resolution: {integrity: sha512-DSMIoBzNyX7+4D4cGKjsFLbCuJz3bksYpwFHKAjTp4+tmgAGpNyg5nDXXI/IQp18nMTbLKgLruLWOxq5y7P4WQ==}
     peerDependencies:
       '@tensorflow/tfjs-converter': ^1.3.3 || 3
       '@tensorflow/tfjs-core': ^1.3.3 || 3
     dependencies:
-      '@tensorflow-models/universal-sentence-encoder': 1.2.2_ce7e77rhh6oipcy6kxvkentnmi
-      '@tensorflow/tfjs-converter': 3.18.0_br26fteayl44zj43fz4bazb7oq
-      '@tensorflow/tfjs-core': 3.18.0
+      '@tensorflow-models/universal-sentence-encoder': 1.2.2_s4cfdw2klzbn2uhokbnswcnndi
+      '@tensorflow/tfjs-converter': 3.18.0_hdmpc5coifabqk2ogondqkcwg4
+      '@tensorflow/tfjs-core': 4.0.0
     dev: false
 
-  /@tensorflow-models/universal-sentence-encoder/1.2.2_ce7e77rhh6oipcy6kxvkentnmi:
+  /@tensorflow-models/universal-sentence-encoder/1.2.2_s4cfdw2klzbn2uhokbnswcnndi:
     resolution: {integrity: sha512-fGCl/gwB7jmKCRI2FhgIBeIa/LCSUcjlEcckH2Bc2dIjhJ+2nspp+22lubxcseN6jjrmP42kkXt/reAPe+KJkQ==}
     peerDependencies:
       '@tensorflow/tfjs-converter': ^1.2.9 || 3
       '@tensorflow/tfjs-core': ^1.2.9 || 3
     dependencies:
-      '@tensorflow/tfjs-converter': 3.18.0_br26fteayl44zj43fz4bazb7oq
-      '@tensorflow/tfjs-core': 3.18.0
+      '@tensorflow/tfjs-converter': 3.18.0_hdmpc5coifabqk2ogondqkcwg4
+      '@tensorflow/tfjs-core': 4.0.0
     dev: false
 
   /@tensorflow/tfjs-backend-cpu/3.18.0_br26fteayl44zj43fz4bazb7oq:
@@ -7388,6 +7388,14 @@ packages:
       '@tensorflow/tfjs-core': 3.18.0
     dev: false
 
+  /@tensorflow/tfjs-converter/3.18.0_hdmpc5coifabqk2ogondqkcwg4:
+    resolution: {integrity: sha512-hpChA+zVNQOVwRnCfqDb1WI9jbEAKA6DuEm4m75Zb3dIlE6VVooDmAaHBhlc++z2q2G1sBzF9A4Bv48SUpN6vA==}
+    peerDependencies:
+      '@tensorflow/tfjs-core': 3.18.0 || 3
+    dependencies:
+      '@tensorflow/tfjs-core': 4.0.0
+    dev: false
+
   /@tensorflow/tfjs-core/3.18.0:
     resolution: {integrity: sha512-gMxisZozqsr5sCKlphF/eVBLg91MjlBiN60tjX8hJAu0WlSn6Gi5k65GNIL+Pq6hrxpvImcfdCmTH/2XJVZ0Mg==}
     engines: {yarn: '>= 1.3.2'}
@@ -7396,7 +7404,7 @@ packages:
       '@types/offscreencanvas': 2019.3.0
       '@types/seedrandom': 2.4.27
       '@types/webgl-ext': 0.0.30
-      '@webgpu/types': 0.1.20
+      '@webgpu/types': 0.1.21
       long: 4.0.0
       node-fetch: 2.6.7
       seedrandom: 2.4.3
@@ -7404,6 +7412,22 @@ packages:
       - encoding
     dev: false
 
+  /@tensorflow/tfjs-core/4.0.0:
+    resolution: {integrity: sha512-RrTgHPT8Xo6vsBvaRkee1YOoH3lv0lEtS3ISGRcHsUy8mkT8ZIMNou4zaJuIBQ7bVPXOeOFFeTbjDvWVtYypxQ==}
+    engines: {yarn: '>= 1.3.2'}
+    dependencies:
+      '@types/long': 4.0.2
+      '@types/offscreencanvas': 2019.7.0
+      '@types/seedrandom': 2.4.30
+      '@types/webgl-ext': 0.0.30
+      '@webgpu/types': 0.1.21
+      long: 4.0.0
+      node-fetch: 2.6.7
+      seedrandom: 3.0.5
+    transitivePeerDependencies:
+      - encoding
+    dev: false
+
   /@tensorflow/tfjs-data/3.18.0_br26fteayl44zj43fz4bazb7oq:
     resolution: {integrity: sha512-s43vISJh8K/UN2E2zGRhtj/Kyn8dr4ll8EQkapwzm7fGO9afXCnMsTp6rkZq3fFXouCYA2k1B/j7JssIDr50+w==}
     peerDependencies:
@@ -8081,6 +8105,10 @@ packages:
     resolution: {integrity: sha512-esIJx9bQg+QYF0ra8GnvfianIY8qWB0GBx54PK5Eps6m+xTj86KLavHv6qDhzKcu5UUOgNfJ2pWaIIV7TRUd9Q==}
     dev: false
 
+  /@types/offscreencanvas/2019.7.0:
+    resolution: {integrity: sha512-PGcyveRIpL1XIqK8eBsmRBt76eFgtzuPiSTyKHZxnGemp2yzGzWpjYKAfK3wIMiU7eH+851yEpiuP8JZerTmWg==}
+    dev: false
+
   /@types/parse-json/4.0.0:
     resolution: {integrity: sha512-//oorEZjL6sbPcKUaCdIGlIUeH26mgzimjBB77G6XRgnDl/L5wOnpyBGRe/Mmf5CVW3PwEBE1NjiMZ/ssFh4wA==}
 
@@ -8156,6 +8184,10 @@ packages:
     resolution: {integrity: sha512-YvMLqFak/7rt//lPBtEHv3M4sRNA+HGxrhFZ+DQs9K2IkYJbNwVIb8avtJfhDiuaUBX/AW0jnjv48FV8h3u9bQ==}
     dev: false
 
+  /@types/seedrandom/2.4.30:
+    resolution: {integrity: sha512-AnxLHewubLVzoF/A4qdxBGHCKifw8cY32iro3DQX9TPcetE95zBeVt3jnsvtvAUf1vwzMfwzp4t/L2yqPlnjkQ==}
+    dev: false
+
   /@types/semver/6.2.3:
     resolution: {integrity: sha512-KQf+QAMWKMrtBMsB8/24w53tEsxllMj6TuA80TT/5igJalLI/zm0L3oXRbIAl4Ohfc85gyHX/jhMwsVkmhLU4A==}
     dev: true
@@ -8776,8 +8808,8 @@ packages:
       '@xtuc/long': 4.2.2
     dev: true
 
-  /@webgpu/types/0.1.20:
-    resolution: {integrity: sha512-MFb5oyxX+A7PWQNjcY3kSCSG2FAHaBo7IJBWtxWFgsS20FtY3D9UY7lYqLZ6avS8fSkdSylIS4qiHzFlQUdXag==}
+  /@webgpu/types/0.1.21:
+    resolution: {integrity: sha512-pUrWq3V5PiSGFLeLxoGqReTZmiiXwY3jRkIG5sLLKjyqNxrwm/04b4nw7LSmGWJcKk59XOM/YRTUwOzo4MMlow==}
     dev: false
 
   /@whatwg-node/fetch/0.3.2:
@@ -22054,6 +22086,10 @@ packages:
     resolution: {integrity: sha512-2CkZ9Wn2dS4mMUWQaXLsOAfGD+irMlLEeSP3cMxpGbgyOOzJGFa+MWCOMTOCMyZinHRPxyOj/S/C57li/1to6Q==}
     dev: false
 
+  /seedrandom/3.0.5:
+    resolution: {integrity: sha512-8OwmbklUNzwezjGInmZ+2clQmExQPvomqjL7LFqOYqtmuxRgQYqOD3mHaU+MvZn5FLUeVxVfQjwLZW/n/JFuqg==}
+    dev: false
+
   /semver-diff/3.1.1:
     resolution: {integrity: sha512-GX0Ix/CJcHyB8c4ykpHGIAvLyOwOobtM/8d+TQkAd81/bEjgPHrfba41Vpesr7jX/t8Uh+R3EX9eAS5be+jQYg==}
     engines: {node: '>=8'}