diff --git a/apps/web/package.json b/apps/web/package.json
index 7f55925..76d046c 100644
--- a/apps/web/package.json
+++ b/apps/web/package.json
@@ -36,7 +36,7 @@
     "@mastra/core": "~0.15.2",
     "@mastra/libsql": "~0.13.7",
     "@mastra/loggers": "~0.10.13",
-    "@mastra/memory": "~0.14.2",
+    "@mastra/memory": "~0.15.3",
     "@mastra/rag": "~1.2.2",
     "@radix-ui/react-avatar": "~1.1.10",
     "@radix-ui/react-collapsible": "~1.1.12",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 0179d10..be59aa5 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -147,8 +147,8 @@ importers:
         specifier: ~0.10.13
         version: 0.10.13(@mastra/core@0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76))
       '@mastra/memory':
-        specifier: ~0.14.2
-        version: 0.14.2(@mastra/core@0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76))(react@19.1.1)(zod@3.25.76)
+        specifier: ~0.15.3
+        version: 0.15.3(@mastra/core@0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76))(react@19.1.1)(zod@3.25.76)
       '@mastra/rag':
         specifier: ~1.2.2
         version: 1.2.2(@mastra/core@0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76))(ai@5.0.50(zod@3.25.76))(zod@3.25.76)
@@ -437,10 +437,10 @@ importers:
         version: 0.10.0
       drizzle-orm:
         specifier: ~0.44.5
-        version: 0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.3)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7)
+        version: 0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.4)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7)
       drizzle-zod:
         specifier: ~0.8.3
-        version: 0.8.3(drizzle-orm@0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.3)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7))(zod@3.25.76)
+        version: 0.8.3(drizzle-orm@0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.4)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7))(zod@3.25.76)
       zod:
         specifier: ~3.25.76
         version: 3.25.76
@@ -471,6 +471,12 @@ packages:
     resolution: {integrity: sha512-VTDuRS5V0ATbJ/LkaQlisMnTAeYKXAK6scMguVBstf+KIBQ7HIuKhiXLv+G/hvejkV+THoXzoNifInAkU81P1g==}
     engines: {node: '>=18'}
 
+  '@ai-sdk/gateway@1.0.23':
+    resolution: {integrity: sha512-ynV7WxpRK2zWLGkdOtrU2hW22mBVkEYVS3iMg1+ZGmAYSgzCqzC74bfOJZ2GU1UdcrFWUsFI9qAYjsPkd+AebA==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4
+
   '@ai-sdk/gateway@1.0.27':
     resolution: {integrity: sha512-E7CGv/6qoiu618XSiNirR2LxOlP88RE7yhoHZa57+niMNuJN7syqROwVNKYhBqUfbGKt0D9KXcTsNad4g8x3xg==}
     engines: {node: '>=18'}
@@ -1450,10 +1456,10 @@ packages:
     peerDependencies:
       '@mastra/core': '>=0.17.0-0 <0.19.0-0'
 
-  '@mastra/memory@0.14.2':
-    resolution: {integrity: sha512-wFfZJcuiaNnlPnBmumW9q1fuYUUqsmGyyIPuL1bHewJ++wsbEmex/jLmBeGnyV+vopG0Xy6m1KUNwjuAJi8BtA==}
+  '@mastra/memory@0.15.3':
+    resolution: {integrity: sha512-sKanSMhcEbCh9w1ZhBVHdkwdfTzcAgHiGuVjerJn5l8+ZdcXsMGclM+CgY+JWa3KOxijPlejizI5ZHY+7L9agQ==}
     peerDependencies:
-      '@mastra/core': '>=0.15.2-0 <0.16.0-0'
+      '@mastra/core': '>=0.18.0-0 <0.19.0-0'
       zod: ^3.25.0 || ^4.0.0
 
   '@mastra/rag@1.2.2':
@@ -1469,6 +1475,12 @@ packages:
       ai: ^4.0.0 || ^5.0.0
       zod: ^3.25.0 || ^4.0.0
 
+  '@mastra/schema-compat@0.11.4':
+    resolution: {integrity: sha512-oh3+enP3oYftZlmJAKQQj5VXR86KgTMwfMnwALZyLk04dPSWfVD2wGytoDg5Qbi3rX9qHj6g0rMNa0CUjR6aTg==}
+    peerDependencies:
+      ai: ^4.0.0 || ^5.0.0
+      zod: ^3.25.0 || ^4.0.0
+
   '@neon-rs/load@0.0.4':
     resolution: {integrity: sha512-kTPhdZyTQxB+2wpiRcFWrDcejc4JI6tkPuS7UZCG4l6Zvc5kU/gGQ/ozvHTh1XR5tS+UlfAfGuPajjzQjCiHCw==}
 
@@ -3403,8 +3415,8 @@ packages:
   '@ungap/structured-clone@1.3.0':
     resolution: {integrity: sha512-WmoN8qaIAo7WTYWbAZuG8PYEhn5fkz7dZrqTBZ7dtt//lL2Gwms1IcnQ5yHqjDfX8Ft5j4YzDM23f87zBfDe9g==}
 
-  '@upstash/redis@1.35.3':
-    resolution: {integrity: sha512-hSjv66NOuahW3MisRGlSgoszU2uONAY2l5Qo3Sae8OT3/Tng9K+2/cBRuyPBX8egwEGcNNCF9+r0V6grNnhL+w==}
+  '@upstash/redis@1.35.4':
+    resolution: {integrity: sha512-WE1ZnhFyBiIjTDW13GbO6JjkiMVVjw5VsvS8ENmvvJsze/caMQ5paxVD44+U68IUVmkXcbsLSoE+VIYsHtbQEw==}
 
   '@vercel/postgres@0.10.0':
     resolution: {integrity: sha512-fSD23DxGND40IzSkXjcFcxr53t3Tiym59Is0jSYIFpG4/0f0KO9SGtcp1sXiebvPaGe7N/tU05cH4yt2S6/IPg==}
@@ -3474,6 +3486,12 @@ packages:
     peerDependencies:
       zod: ^3.25.76 || ^4
 
+  ai@5.0.44:
+    resolution: {integrity: sha512-l/rdoM4LcRpsRBVvZQBwSU73oNoFGlWj+PcH86QRzxDGJgZqgGItWO0QcKjBNcLDmUjGN1VYd/8J0TAXHJleRQ==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4
+
   ai@5.0.50:
     resolution: {integrity: sha512-lMc54jrFI7RiwVZ2wHIb+jIUhbyMt8TtAD71vkcCwl67UjqVCp7i6dqJeunc+i6iSMTQr72kvg3YYCrFm/PAyw==}
     engines: {node: '>=18'}
@@ -6694,6 +6712,12 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  '@ai-sdk/gateway@1.0.23(zod@3.25.76)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.9(zod@3.25.76)
+      zod: 3.25.76
+
   '@ai-sdk/gateway@1.0.27(zod@3.25.76)':
     dependencies:
       '@ai-sdk/provider': 2.0.0
@@ -7752,13 +7776,13 @@ snapshots:
       pino: 9.7.0
       pino-pretty: 13.0.0
 
-  '@mastra/memory@0.14.2(@mastra/core@0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76))(react@19.1.1)(zod@3.25.76)':
+  '@mastra/memory@0.15.3(@mastra/core@0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76))(react@19.1.1)(zod@3.25.76)':
     dependencies:
       '@mastra/core': 0.15.2(arktype@2.1.20)(openapi-types@12.1.3)(react@19.1.1)(valibot@1.0.0-beta.15(typescript@5.9.2))(zod@3.25.76)
-      '@mastra/schema-compat': 0.11.1(ai@4.3.19(react@19.1.1)(zod@3.25.76))(zod@3.25.76)
-      '@upstash/redis': 1.35.3
+      '@mastra/schema-compat': 0.11.4(ai@4.3.19(react@19.1.1)(zod@3.25.76))(zod@3.25.76)
+      '@upstash/redis': 1.35.4
       ai: 4.3.19(react@19.1.1)(zod@3.25.76)
-      ai-v5: ai@5.0.15(zod@3.25.76)
+      ai-v5: ai@5.0.44(zod@3.25.76)
       async-mutex: 0.5.0
       js-tiktoken: 1.0.20
       json-schema: 0.4.0
@@ -7796,6 +7820,15 @@ snapshots:
       zod-from-json-schema-v3: zod-from-json-schema@0.0.5
       zod-to-json-schema: 3.24.6(zod@3.25.76)
 
+  '@mastra/schema-compat@0.11.4(ai@4.3.19(react@19.1.1)(zod@3.25.76))(zod@3.25.76)':
+    dependencies:
+      ai: 4.3.19(react@19.1.1)(zod@3.25.76)
+      json-schema: 0.4.0
+      zod: 3.25.76
+      zod-from-json-schema: 0.5.0
+      zod-from-json-schema-v3: zod-from-json-schema@0.0.5
+      zod-to-json-schema: 3.24.6(zod@3.25.76)
+
   '@neon-rs/load@0.0.4': {}
 
   '@neondatabase/serverless@0.9.5':
@@ -10013,7 +10046,7 @@ snapshots:
 
   '@ungap/structured-clone@1.3.0': {}
 
-  '@upstash/redis@1.35.3':
+  '@upstash/redis@1.35.4':
     dependencies:
       uncrypto: 0.1.3
 
@@ -10088,6 +10121,14 @@ snapshots:
       '@opentelemetry/api': 1.9.0
       zod: 3.25.76
 
+  ai@5.0.44(zod@3.25.76):
+    dependencies:
+      '@ai-sdk/gateway': 1.0.23(zod@3.25.76)
+      '@ai-sdk/provider': 2.0.0
+      '@ai-sdk/provider-utils': 3.0.9(zod@3.25.76)
+      '@opentelemetry/api': 1.9.0
+      zod: 3.25.76
+
   ai@5.0.50(zod@3.25.76):
     dependencies:
       '@ai-sdk/gateway': 1.0.27(zod@3.25.76)
@@ -10630,20 +10671,20 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
-  drizzle-orm@0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.3)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7):
+  drizzle-orm@0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.4)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7):
     optionalDependencies:
       '@libsql/client': 0.15.14(bufferutil@4.0.9)
       '@opentelemetry/api': 1.9.0
       '@types/pg': 8.15.4
-      '@upstash/redis': 1.35.3
+      '@upstash/redis': 1.35.4
       '@vercel/postgres': 0.10.0
       kysely: 0.28.5
       pg: 8.16.3
       postgres: 3.4.7
 
-  drizzle-zod@0.8.3(drizzle-orm@0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.3)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7))(zod@3.25.76):
+  drizzle-zod@0.8.3(drizzle-orm@0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.4)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7))(zod@3.25.76):
     dependencies:
-      drizzle-orm: 0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.3)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7)
+      drizzle-orm: 0.44.5(@libsql/client@0.15.14(bufferutil@4.0.9))(@opentelemetry/api@1.9.0)(@types/pg@8.15.4)(@upstash/redis@1.35.4)(@vercel/postgres@0.10.0)(kysely@0.28.5)(pg@8.16.3)(postgres@3.4.7)
       zod: 3.25.76
 
   dunder-proto@1.0.1: