diff --git a/packages/backend/package.json b/packages/backend/package.json
index 79ef9a2e5..dc7397ad4 100644
--- a/packages/backend/package.json
+++ b/packages/backend/package.json
@@ -114,7 +114,7 @@
     "@ai-sdk/openai-compatible": "^1.0.27",
     "@huggingface/gguf": "^0.3.2",
     "@huggingface/hub": "^2.7.0",
-    "ai": "^5.0.95",
+    "ai": "^5.0.98",
     "express": "^5.1.0",
     "express-openapi-validator": "^5.6.0",
     "isomorphic-git": "^1.35.0",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 471fb64c6..7801d9f89 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -133,8 +133,8 @@ importers:
         specifier: ^2.7.0
         version: 2.7.0
       ai:
-        specifier: ^5.0.95
-        version: 5.0.95(zod@4.1.12)
+        specifier: ^5.0.98
+        version: 5.0.98(zod@4.1.12)
       express:
         specifier: ^5.1.0
         version: 5.1.0
@@ -256,13 +256,13 @@ importers:
     devDependencies:
       '@sveltejs/vite-plugin-svelte':
         specifier: 6.2.1
-        version: 6.2.1(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
+        version: 6.2.1(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
       '@tailwindcss/typography':
         specifier: ^0.5.19
         version: 0.5.19(tailwindcss@4.1.17)
       '@tailwindcss/vite':
         specifier: ^4.1.17
-        version: 4.1.17(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
+        version: 4.1.17(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
       '@testing-library/dom':
         specifier: ^10.4.1
         version: 10.4.1
@@ -271,7 +271,7 @@ importers:
         version: 6.9.1
       '@testing-library/svelte':
         specifier: ^5.2.9
-        version: 5.2.9(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))(vitest@3.2.4(@types/node@24.10.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@24.10.1)(typescript@5.9.3))(yaml@2.8.1))
+        version: 5.2.9(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))(vitest@3.2.4(@types/node@24.10.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@24.10.1)(typescript@5.9.3))(yaml@2.8.1))
       '@testing-library/user-event':
         specifier: ^14.6.1
         version: 14.6.1(@testing-library/dom@10.4.1)
@@ -344,8 +344,8 @@ packages:
   '@adobe/css-tools@4.4.4':
     resolution: {integrity: sha512-Elp+iwUx5rN5+Y8xLt5/GRoG20WGoDCQ/1Fb+1LiGtvwbDavuSk0jhD/eZdckHAuzcDzccnkv+rEjyWfRx18gg==}
 
-  '@ai-sdk/gateway@2.0.11':
-    resolution: {integrity: sha512-B0Vt2Xv88Lo9rg861Oyzq/SdTmT4LiqdjkpOxpSPpNk8Ih5TXTgyDAsV/qW14N6asPdK1YI5PosFLnVzfK5LrA==}
+  '@ai-sdk/gateway@2.0.13':
+    resolution: {integrity: sha512-q8M+7+VEKp91I295cjNDgQ4LyGImKj5cDLVARDay7nBTXGjIRZOlthYE7K6Rbz2yHKFyTmKH7MMkYavAM7L/UQ==}
     engines: {node: '>=18'}
     peerDependencies:
       zod: ^3.25.76 || ^4.1.8
@@ -1831,8 +1831,8 @@ packages:
     cpu: [x64]
     os: [win32]
 
-  '@vercel/oidc@3.0.3':
-    resolution: {integrity: sha512-yNEQvPcVrK9sIe637+I0jD6leluPxzwJKx/Haw6F4H77CdDsszUn5V3o96LPziXkSNE2B83+Z3mjqGKBK/R6Gg==}
+  '@vercel/oidc@3.0.5':
+    resolution: {integrity: sha512-fnYhv671l+eTTp48gB4zEsTW/YtRgRPnkI2nT7x6qw5rkI1Lq2hTmQIpHPgyThI0znLK+vX2n9XxKdXZ7BUbbw==}
     engines: {node: '>= 20'}
 
   '@vitest/coverage-v8@3.2.4':
@@ -1899,8 +1899,8 @@ packages:
     resolution: {integrity: sha512-MnA+YT8fwfJPgBx3m60MNqakm30XOkyIoH1y6huTQvC0PwZG7ki8NacLBcrPbNoo8vEZy7Jpuk7+jMO+CUovTQ==}
     engines: {node: '>= 14'}
 
-  ai@5.0.95:
-    resolution: {integrity: sha512-dsvFdYMeGP08zuUQkhKO1UMMXMCb+nro9ZmDdwaAkkTlCGkP3u1S+xaRUDNayu/c0KVkiTtfEroPG//U+kvXzg==}
+  ai@5.0.98:
+    resolution: {integrity: sha512-RpMnwnml68Swblobvk6IdF7HLZrog72Ve6H5J3aN+A/JPg4y5CjCXeQyK1N4wJStyuTa6AoKYfJR5F4e/aVpHQ==}
     engines: {node: '>=18'}
     peerDependencies:
       zod: ^3.25.76 || ^4.1.8
@@ -4876,11 +4876,11 @@ snapshots:
 
   '@adobe/css-tools@4.4.4': {}
 
-  '@ai-sdk/gateway@2.0.11(zod@4.1.12)':
+  '@ai-sdk/gateway@2.0.13(zod@4.1.12)':
     dependencies:
       '@ai-sdk/provider': 2.0.0
       '@ai-sdk/provider-utils': 3.0.17(zod@4.1.12)
-      '@vercel/oidc': 3.0.3
+      '@vercel/oidc': 3.0.5
       zod: 4.1.12
 
   '@ai-sdk/mcp@0.0.8(zod@4.1.12)':
@@ -5724,24 +5724,24 @@ snapshots:
     dependencies:
       acorn: 8.15.0
 
-  '@sveltejs/vite-plugin-svelte-inspector@5.0.1(@sveltejs/vite-plugin-svelte@6.2.1(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)))(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))':
+  '@sveltejs/vite-plugin-svelte-inspector@5.0.1(@sveltejs/vite-plugin-svelte@6.2.1(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)))(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))':
     dependencies:
-      '@sveltejs/vite-plugin-svelte': 6.2.1(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
+      '@sveltejs/vite-plugin-svelte': 6.2.1(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
       debug: 4.4.3(supports-color@10.2.2)
       svelte: 5.43.12
-      vite: 7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
+      vite: 7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
     transitivePeerDependencies:
       - supports-color
 
-  '@sveltejs/vite-plugin-svelte@6.2.1(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))':
+  '@sveltejs/vite-plugin-svelte@6.2.1(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))':
     dependencies:
-      '@sveltejs/vite-plugin-svelte-inspector': 5.0.1(@sveltejs/vite-plugin-svelte@6.2.1(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)))(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
+      '@sveltejs/vite-plugin-svelte-inspector': 5.0.1(@sveltejs/vite-plugin-svelte@6.2.1(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)))(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
       debug: 4.4.3(supports-color@10.2.2)
       deepmerge: 4.3.1
       magic-string: 0.30.19
       svelte: 5.43.12
-      vite: 7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
-      vitefu: 1.1.1(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
+      vite: 7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
+      vitefu: 1.1.1(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))
     transitivePeerDependencies:
       - supports-color
 
@@ -5811,12 +5811,12 @@ snapshots:
       postcss-selector-parser: 6.0.10
       tailwindcss: 4.1.17
 
-  '@tailwindcss/vite@4.1.17(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))':
+  '@tailwindcss/vite@4.1.17(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))':
     dependencies:
       '@tailwindcss/node': 4.1.17
       '@tailwindcss/oxide': 4.1.17
       tailwindcss: 4.1.17
-      vite: 7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
+      vite: 7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
 
   '@testing-library/dom@10.4.1':
     dependencies:
@@ -5838,12 +5838,12 @@ snapshots:
       picocolors: 1.1.1
       redent: 3.0.0
 
-  '@testing-library/svelte@5.2.9(svelte@5.43.12)(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))(vitest@3.2.4(@types/node@24.10.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@24.10.1)(typescript@5.9.3))(yaml@2.8.1))':
+  '@testing-library/svelte@5.2.9(svelte@5.43.12)(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1))(vitest@3.2.4(@types/node@24.10.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@24.10.1)(typescript@5.9.3))(yaml@2.8.1))':
     dependencies:
       '@testing-library/dom': 10.4.1
       svelte: 5.43.12
     optionalDependencies:
-      vite: 7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
+      vite: 7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
       vitest: 3.2.4(@types/node@24.10.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@24.10.1)(typescript@5.9.3))(yaml@2.8.1)
 
   '@testing-library/user-event@14.6.1(@testing-library/dom@10.4.1)':
@@ -6225,7 +6225,7 @@ snapshots:
   '@unrs/resolver-binding-win32-x64-msvc@1.11.1':
     optional: true
 
-  '@vercel/oidc@3.0.3': {}
+  '@vercel/oidc@3.0.5': {}
 
   '@vitest/coverage-v8@3.2.4(vitest@3.2.4(@types/node@24.10.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@24.10.1)(typescript@5.9.3))(yaml@2.8.1))':
     dependencies:
@@ -6320,9 +6320,9 @@ snapshots:
 
   agent-base@7.1.4: {}
 
-  ai@5.0.95(zod@4.1.12):
+  ai@5.0.98(zod@4.1.12):
     dependencies:
-      '@ai-sdk/gateway': 2.0.11(zod@4.1.12)
+      '@ai-sdk/gateway': 2.0.13(zod@4.1.12)
       '@ai-sdk/provider': 2.0.0
       '@ai-sdk/provider-utils': 3.0.17(zod@4.1.12)
       '@opentelemetry/api': 1.9.0
@@ -9372,9 +9372,9 @@ snapshots:
       lightningcss: 1.30.2
       yaml: 2.8.1
 
-  vitefu@1.1.1(vite@7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)):
+  vitefu@1.1.1(vite@7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)):
     optionalDependencies:
-      vite: 7.1.7(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
+      vite: 7.2.2(@types/node@24.10.1)(jiti@2.6.1)(lightningcss@1.30.2)(yaml@2.8.1)
 
   vitest@3.2.4(@types/node@22.19.1)(jiti@2.6.1)(jsdom@27.2.0)(lightningcss@1.30.2)(msw@2.12.2(@types/node@22.19.1)(typescript@5.9.3))(yaml@2.8.1):
     dependencies: