diff --git a/.gitignore b/.gitignore
index 7992f39..9d6dbb6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,3 +10,4 @@ coverage
 npm-debug.log*
 pnpm-lock.yaml
 yarn.lock
+frontend/server/generated
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index ee7d867..ca06aee 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -7,16 +7,17 @@
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       "hasInstallScript": true,
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-        "@ai-sdk/vue": "^3.0.91",
+        "@ai-sdk/vue": "^3.0.99",
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-        "@langchain/core": "^0.3.77",
-        "@langchain/langgraph": "^0.2.74",
-        "@langchain/openai": "^0.6.9",
+        "@langchain/core": "^1.1.28",
+        "@langchain/langgraph": "^1.1.5",
+        "@langchain/openai": "^1.2.10",
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         "@panzoom/panzoom": "^4.6.1",
-        "@prisma/client": "^6.16.1",
-        "@tailwindcss/vite": "^4.1.18",
+        "@prisma/adapter-pg": "^7.4.1",
+        "@prisma/client": "^7.4.1",
+        "@tailwindcss/vite": "^4.2.1",
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@@ -25,9 +26,9 @@
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         "@vue/apollo-composable": "^4.2.2",
         "@xenova/transformers": "^2.17.2",
-        "ai": "^6.0.91",
+        "ai": "^6.0.99",
         "bullmq": "^5.58.2",
-        "daisyui": "^5.5.18",
+        "daisyui": "^5.5.19",
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         "graphql-tag": "^2.12.6",
         "gsap": "^3.14.2",
@@ -37,14 +38,14 @@
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         "react": "^19.2.4",
         "react-dom": "^19.2.4",
-        "tailwindcss": "^4.1.18",
+        "tailwindcss": "^4.2.1",
         "tldraw": "^4.4.0",
-        "vue": "^3.5.27",
+        "vue": "^3.5.29",
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         "y-webrtc": "^10.3.0",
         "yjs": "^13.6.29",
-        "zod": "^4.1.5"
+        "zod": "^4.3.6"
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@@ -56,7 +57,7 @@
         "@storybook/addon-interactions": "^8.6.17",
         "@storybook/test": "^8.6.17",
         "@storybook/vue3-vite": "^8.6.17",
-        "prisma": "^6.16.1",
+        "prisma": "^7.4.1",
         "storybook": "^8.6.17",
         "tsx": "^4.20.5",
         "vite": "^7.3.1"
@@ -70,9 +71,9 @@
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-      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.50.tgz",
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+      "version": "3.0.55",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.55.tgz",
+      "integrity": "sha512-7xMeTJnCjwRwXKVCiv4Ly4qzWvDuW3+W1WIV0X1EFu6W83d4mEhV9bFArto10MeTw40ewuDjrbrZd21mXKohkw==",
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@@ -116,13 +117,13 @@
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+      "resolved": "https://registry.npmjs.org/@ai-sdk/vue/-/vue-3.0.99.tgz",
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-        "ai": "6.0.91",
+        "ai": "6.0.99",
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@@ -1330,6 +1331,57 @@
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       "license": "MIT"
     },
+    "node_modules/@chevrotain/cst-dts-gen": {
+      "version": "10.5.0",
+      "resolved": "https://registry.npmjs.org/@chevrotain/cst-dts-gen/-/cst-dts-gen-10.5.0.tgz",
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+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@chevrotain/gast": "10.5.0",
+        "@chevrotain/types": "10.5.0",
+        "lodash": "4.17.21"
+      }
+    },
+    "node_modules/@chevrotain/cst-dts-gen/node_modules/lodash": {
+      "version": "4.17.21",
+      "resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
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+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@chevrotain/gast": {
+      "version": "10.5.0",
+      "resolved": "https://registry.npmjs.org/@chevrotain/gast/-/gast-10.5.0.tgz",
+      "integrity": "sha512-pXdMJ9XeDAbgOWKuD1Fldz4ieCs6+nLNmyVhe2gZVqoO7v8HXuHYs5OV2EzUtbuai37TlOAQHrTDvxMnvMJz3A==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@chevrotain/types": "10.5.0",
+        "lodash": "4.17.21"
+      }
+    },
+    "node_modules/@chevrotain/gast/node_modules/lodash": {
+      "version": "4.17.21",
+      "resolved": "https://registry.npmjs.org/lodash/-/lodash-4.17.21.tgz",
+      "integrity": "sha512-v2kDEe57lecTulaDIuNTPy3Ry4gLGJ6Z1O3vE1krgXZNrsQ+LFTGHVxVjcXPs17LhbZVGedAJv8XZ1tvj5FvSg==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@chevrotain/types": {
+      "version": "10.5.0",
+      "resolved": "https://registry.npmjs.org/@chevrotain/types/-/types-10.5.0.tgz",
+      "integrity": "sha512-f1MAia0x/pAVPWH/T73BJVyO2XU5tI4/iE7cnxb7tqdNTNhQI3Uq3XkqcoteTmD4t1aM0LbHCJOhgIDn07kl2A==",
+      "dev": true,
+      "license": "Apache-2.0"
+    },
+    "node_modules/@chevrotain/utils": {
+      "version": "10.5.0",
+      "resolved": "https://registry.npmjs.org/@chevrotain/utils/-/utils-10.5.0.tgz",
+      "integrity": "sha512-hBzuU5+JjB2cqNZyszkDHZgOSrUUT8V3dhgRl8Q9Gp6dAj/H5+KILGjbhDpc3Iy9qmqlm/akuOI2ut9VUtzJxQ==",
+      "dev": true,
+      "license": "Apache-2.0"
+    },
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@@ -1379,6 +1431,36 @@
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       "license": "MIT"
     },
+    "node_modules/@electric-sql/pglite": {
+      "version": "0.3.15",
+      "resolved": "https://registry.npmjs.org/@electric-sql/pglite/-/pglite-0.3.15.tgz",
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+      "dev": true,
+      "license": "Apache-2.0"
+    },
+    "node_modules/@electric-sql/pglite-socket": {
+      "version": "0.0.20",
+      "resolved": "https://registry.npmjs.org/@electric-sql/pglite-socket/-/pglite-socket-0.0.20.tgz",
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+      "dev": true,
+      "license": "Apache-2.0",
+      "bin": {
+        "pglite-server": "dist/scripts/server.js"
+      },
+      "peerDependencies": {
+        "@electric-sql/pglite": "0.3.15"
+      }
+    },
+    "node_modules/@electric-sql/pglite-tools": {
+      "version": "0.2.20",
+      "resolved": "https://registry.npmjs.org/@electric-sql/pglite-tools/-/pglite-tools-0.2.20.tgz",
+      "integrity": "sha512-BK50ZnYa3IG7ztXhtgYf0Q7zijV32Iw1cYS8C+ThdQlwx12V5VZ9KRJ42y82Hyb4PkTxZQklVQA9JHyUlex33A==",
+      "dev": true,
+      "license": "Apache-2.0",
+      "peerDependencies": {
+        "@electric-sql/pglite": "0.3.15"
+      }
+    },
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@@ -3926,6 +4008,19 @@
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       }
     },
+    "node_modules/@hono/node-server": {
+      "version": "1.19.9",
+      "resolved": "https://registry.npmjs.org/@hono/node-server/-/node-server-1.19.9.tgz",
+      "integrity": "sha512-vHL6w3ecZsky+8P5MD+eFfaGTyCeOHUIFYMGpQGbrBTSmNNoxv0if69rEZ5giu36weC5saFuznL411gRX7bJDw==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.14.1"
+      },
+      "peerDependencies": {
+        "hono": "^4"
+      }
+    },
     "node_modules/@huggingface/jinja": {
       "version": "0.2.2",
       "resolved": "https://registry.npmjs.org/@huggingface/jinja/-/jinja-0.2.2.tgz",
@@ -4415,9 +4510,9 @@
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-      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-0.3.80.tgz",
-      "integrity": "sha512-vcJDV2vk1AlCwSh3aBm/urQ1ZrlXFFBocv11bz/NBUfLWD5/UDNMzwPdaAd2dKvNmTWa9FM2lirLU3+JCf4cRA==",
+      "version": "1.1.28",
+      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-1.1.28.tgz",
+      "integrity": "sha512-6FAGdezEp8zHY92LtnsAiv54KaG41nBdsuukk+R+1484edV20cVOyIc36ANuGKPx0pmYFCBWhCUdO0jxB/zn2Q==",
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@@ -4425,16 +4520,14 @@
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         "decamelize": "1.2.0",
         "js-tiktoken": "^1.0.12",
-        "langsmith": "^0.3.67",
+        "langsmith": ">=0.5.0 <1.0.0",
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-        "p-retry": "4",
         "uuid": "^10.0.0",
-        "zod": "^3.25.32",
-        "zod-to-json-schema": "^3.22.3"
+        "zod": "^3.25.76 || ^4"
       },
       "engines": {
-        "node": ">=18"
+        "node": ">=20"
       }
     },
     "node_modules/@langchain/core/node_modules/ansi-styles": {
@@ -4449,65 +4542,23 @@
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-      "resolved": "https://registry.npmjs.org/langsmith/-/langsmith-0.3.87.tgz",
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-        "semver": "^7.6.3",
-        "uuid": "^10.0.0"
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-      "peerDependencies": {
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-        "@opentelemetry/exporter-trace-otlp-proto": "*",
-        "@opentelemetry/sdk-trace-base": "*",
-        "openai": "*"
-      },
-      "peerDependenciesMeta": {
-        "@opentelemetry/api": {
-          "optional": true
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-        "@opentelemetry/exporter-trace-otlp-proto": {
-          "optional": true
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-        "@opentelemetry/sdk-trace-base": {
-          "optional": true
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-        "openai": {
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-    "node_modules/@langchain/core/node_modules/zod": {
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-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
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-      "license": "MIT",
-      "funding": {
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-      "resolved": "https://registry.npmjs.org/@langchain/langgraph/-/langgraph-0.2.74.tgz",
-      "integrity": "sha512-oHpEi5sTZTPaeZX1UnzfM2OAJ21QGQrwReTV6+QnX7h8nDCBzhtipAw1cK616S+X8zpcVOjgOtJuaJhXa4mN8w==",
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+      "resolved": "https://registry.npmjs.org/@langchain/langgraph/-/langgraph-1.1.5.tgz",
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       "license": "MIT",
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-        "@langchain/langgraph-sdk": "~0.0.32",
-        "uuid": "^10.0.0",
-        "zod": "^3.23.8"
+        "@langchain/langgraph-checkpoint": "^1.0.0",
+        "@langchain/langgraph-sdk": "~2.0.0",
+        "@standard-schema/spec": "1.1.0",
+        "uuid": "^10.0.0"
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       },
       "peerDependencies": {
-        "@langchain/core": ">=0.2.36 <0.3.0 || >=0.3.40 < 0.4.0",
+        "@langchain/core": "^1.1.16",
+        "zod": "^3.25.32 || ^4.2.0",
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@@ -4517,9 +4568,9 @@
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-      "resolved": "https://registry.npmjs.org/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-0.0.18.tgz",
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+      "resolved": "https://registry.npmjs.org/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.0.0.tgz",
+      "integrity": "sha512-xrclBGvNCXDmi0Nz28t3vjpxSH6UYx6w5XAXSiiB1WEdc2xD2iY/a913I3x3a31XpInUW/GGfXXfePfaghV54A==",
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@@ -4528,22 +4579,23 @@
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       "peerDependencies": {
-        "@langchain/core": ">=0.2.31 <0.4.0"
+        "@langchain/core": "^1.0.1"
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+      "resolved": "https://registry.npmjs.org/@langchain/langgraph-sdk/-/langgraph-sdk-2.0.0.tgz",
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+      "deprecated": "This version is not intended for use. Please use 1.x versions of @langchain/langgraph-sdk instead",
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-        "p-queue": "^6.6.2",
-        "p-retry": "4",
-        "uuid": "^9.0.0"
+        "p-queue": "^9.0.1",
+        "p-retry": "^7.1.1",
+        "uuid": "^13.0.0"
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-        "@langchain/core": ">=0.2.31 <0.4.0",
+        "@langchain/core": "^1.1.16",
         "react": "^18 || ^19",
         "react-dom": "^18 || ^19"
       },
@@ -4559,73 +4611,68 @@
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       }
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+      "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-5.0.4.tgz",
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+      "license": "MIT"
+    },
+    "node_modules/@langchain/langgraph-sdk/node_modules/p-queue": {
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+      "resolved": "https://registry.npmjs.org/p-queue/-/p-queue-9.1.0.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "eventemitter3": "^5.0.1",
+        "p-timeout": "^7.0.0"
+      },
+      "engines": {
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+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@langchain/langgraph-sdk/node_modules/p-timeout": {
+      "version": "7.0.1",
+      "resolved": "https://registry.npmjs.org/p-timeout/-/p-timeout-7.0.1.tgz",
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+      "license": "MIT",
+      "engines": {
+        "node": ">=20"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
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+      "license": "MIT"
+    },
     "node_modules/regexp-tree": {
       "version": "0.1.27",
       "resolved": "https://registry.npmjs.org/regexp-tree/-/regexp-tree-0.1.27.tgz",
@@ -20058,6 +20606,16 @@
         "invariant": "^2.2.4"
       }
     },
+    "node_modules/remeda": {
+      "version": "2.33.4",
+      "resolved": "https://registry.npmjs.org/remeda/-/remeda-2.33.4.tgz",
+      "integrity": "sha512-ygHswjlc/opg2VrtiYvUOPLjxjtdKvjGz1/plDhkG66hjNjFr1xmfrs2ClNFo/E6TyUFiwYNh53bKV26oBoMGQ==",
+      "dev": true,
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/remeda"
+      }
+    },
     "node_modules/remedial": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/remedial/-/remedial-1.0.8.tgz",
@@ -20148,15 +20706,6 @@
         "url": "https://github.com/privatenumber/resolve-pkg-maps?sponsor=1"
       }
     },
-    "node_modules/retry": {
-      "version": "0.13.1",
-      "resolved": "https://registry.npmjs.org/retry/-/retry-0.13.1.tgz",
-      "integrity": "sha512-XQBQ3I8W1Cge0Seh+6gjj03LbmRFWuoszgK9ooCpwYIrhhoO80pfq4cUkU5DkknwfOfFteRwlZ56PYOGYyFWdg==",
-      "license": "MIT",
-      "engines": {
-        "node": ">= 4"
-      }
-    },
     "node_modules/reusify": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/reusify/-/reusify-1.1.0.tgz",
@@ -20423,6 +20972,12 @@
         "upper-case-first": "^2.0.2"
       }
     },
+    "node_modules/seq-queue": {
+      "version": "0.0.5",
+      "resolved": "https://registry.npmjs.org/seq-queue/-/seq-queue-0.0.5.tgz",
+      "integrity": "sha512-hr3Wtp/GZIc/6DAGPDcV4/9WoZhjrkXsi5B/07QgX8tsdc6ilr7BFM6PM6rbdAX1kFSDYeZGLipIZZKyQP0O5Q==",
+      "dev": true
+    },
     "node_modules/serialize-javascript": {
       "version": "6.0.2",
       "resolved": "https://registry.npmjs.org/serialize-javascript/-/serialize-javascript-6.0.2.tgz",
@@ -20826,6 +21381,15 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/split2": {
+      "version": "4.2.0",
+      "resolved": "https://registry.npmjs.org/split2/-/split2-4.2.0.tgz",
+      "integrity": "sha512-UcjcJOWknrNkF6PLX83qcHM6KHgVKNkV62Y8a5uYDVv9ydGQVwAHMKqHdJje1VTWpljG0WYpCDhrCdAOYH4TWg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">= 10.x"
+      }
+    },
     "node_modules/sponge-case": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/sponge-case/-/sponge-case-1.0.1.tgz",
@@ -20836,6 +21400,16 @@
         "tslib": "^2.0.3"
       }
     },
+    "node_modules/sqlstring": {
+      "version": "2.3.3",
+      "resolved": "https://registry.npmjs.org/sqlstring/-/sqlstring-2.3.3.tgz",
+      "integrity": "sha512-qC9iz2FlN7DQl3+wjwn3802RTyjCx7sDvfQEXchwa6CWOx07/WVfh91gBmQ9fahw8snwGEWU3xGzOt4tFyHLxg==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
     "node_modules/srvx": {
       "version": "0.11.4",
       "resolved": "https://registry.npmjs.org/srvx/-/srvx-0.11.4.tgz",
@@ -21173,9 +21747,9 @@
       }
     },
     "node_modules/tailwindcss": {
-      "version": "4.1.18",
-      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.1.18.tgz",
-      "integrity": "sha512-4+Z+0yiYyEtUVCScyfHCxOYP06L5Ne+JiHhY2IjR2KWMIWhJOYZKLSGZaP5HkZ8+bY0cxfzwDE5uOmzFXyIwxw==",
+      "version": "4.2.1",
+      "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.1.tgz",
+      "integrity": "sha512-/tBrSQ36vCleJkAOsy9kbNTgaxvGbyOamC30PRePTQe/o1MFwEKHQk4Cn7BNGaPtjp+PuUrByJehM1hgxfq4sw==",
       "license": "MIT"
     },
     "node_modules/tapable": {
@@ -25482,6 +26056,21 @@
         "uuid": "dist/bin/uuid"
       }
     },
+    "node_modules/valibot": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/valibot/-/valibot-1.2.0.tgz",
+      "integrity": "sha512-mm1rxUsmOxzrwnX5arGS+U4T25RdvpPjPN4yR0u9pUBov9+zGVtO84tif1eY4r6zWxVxu3KzIyknJy3rxfRZZg==",
+      "dev": true,
+      "license": "MIT",
+      "peerDependencies": {
+        "typescript": ">=5"
+      },
+      "peerDependenciesMeta": {
+        "typescript": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/vite": {
       "version": "7.3.1",
       "resolved": "https://registry.npmjs.org/vite/-/vite-7.3.1.tgz",
@@ -25870,16 +26459,16 @@
       "license": "MIT"
     },
     "node_modules/vue": {
-      "version": "3.5.28",
-      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.28.tgz",
-      "integrity": "sha512-BRdrNfeoccSoIZeIhyPBfvWSLFP4q8J3u8Ju8Ug5vu3LdD+yTM13Sg4sKtljxozbnuMu1NB1X5HBHRYUzFocKg==",
+      "version": "3.5.29",
+      "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.29.tgz",
+      "integrity": "sha512-BZqN4Ze6mDQVNAni0IHeMJ5mwr8VAJ3MQC9FmprRhcBYENw+wOAAjRj8jfmN6FLl0j96OXbR+CjWhmAmM+QGnA==",
       "license": "MIT",
       "dependencies": {
-        "@vue/compiler-dom": "3.5.28",
-        "@vue/compiler-sfc": "3.5.28",
-        "@vue/runtime-dom": "3.5.28",
-        "@vue/server-renderer": "3.5.28",
-        "@vue/shared": "3.5.28"
+        "@vue/compiler-dom": "3.5.29",
+        "@vue/compiler-sfc": "3.5.29",
+        "@vue/runtime-dom": "3.5.29",
+        "@vue/server-renderer": "3.5.29",
+        "@vue/shared": "3.5.29"
       },
       "peerDependencies": {
         "typescript": "*"
@@ -26370,6 +26959,15 @@
         "node": ">=12"
       }
     },
+    "node_modules/xtend": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/xtend/-/xtend-4.0.2.tgz",
+      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.4"
+      }
+    },
     "node_modules/y-prosemirror": {
       "version": "1.3.7",
       "resolved": "https://registry.npmjs.org/y-prosemirror/-/y-prosemirror-1.3.7.tgz",
@@ -26569,6 +27167,17 @@
       "integrity": "sha512-PQ2PC7R9rslx84ndNBZB/Dkv8V8fZEpk83RLgXtYd0fwUgEjseMn1Dgajh2x6S8QbZAFa9p2qVCEuYZNgve0dQ==",
       "license": "MIT"
     },
+    "node_modules/zeptomatch": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/zeptomatch/-/zeptomatch-2.1.0.tgz",
+      "integrity": "sha512-KiGErG2J0G82LSpniV0CtIzjlJ10E04j02VOudJsPyPwNZgGnRKQy7I1R7GMyg/QswnE4l7ohSGrQbQbjXPPDA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "grammex": "^3.1.11",
+        "graphmatch": "^1.1.0"
+      }
+    },
     "node_modules/zip-stream": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/zip-stream/-/zip-stream-6.0.1.tgz",
@@ -26591,15 +27200,6 @@
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
-    },
-    "node_modules/zod-to-json-schema": {
-      "version": "3.25.1",
-      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.1.tgz",
-      "integrity": "sha512-pM/SU9d3YAggzi6MtR4h7ruuQlqKtad8e9S0fmxcMi+ueAK5Korys/aWcV9LIIHTVbj01NdzxcnXSN+O74ZIVA==",
-      "license": "ISC",
-      "peerDependencies": {
-        "zod": "^3.25 || ^4"
-      }
     }
   }
 }
diff --git a/frontend/package.json b/frontend/package.json
index dd6cfa3..765eb4c 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -19,16 +19,17 @@
     "storybook:build": "storybook build"
   },
   "dependencies": {
-    "@ai-sdk/vue": "^3.0.91",
+    "@ai-sdk/vue": "^3.0.99",
     "@apollo/client": "^3.14.0",
-    "@langchain/core": "^0.3.77",
-    "@langchain/langgraph": "^0.2.74",
-    "@langchain/openai": "^0.6.9",
+    "@langchain/core": "^1.1.28",
+    "@langchain/langgraph": "^1.1.5",
+    "@langchain/openai": "^1.2.10",
     "@nuxt/eslint": "^1.15.1",
     "@nuxtjs/apollo": "^5.0.0-alpha.15",
     "@panzoom/panzoom": "^4.6.1",
-    "@prisma/client": "^6.16.1",
-    "@tailwindcss/vite": "^4.1.18",
+    "@prisma/adapter-pg": "^7.4.1",
+    "@prisma/client": "^7.4.1",
+    "@tailwindcss/vite": "^4.2.1",
     "@tiptap/extension-collaboration": "^2.27.2",
     "@tiptap/extension-collaboration-cursor": "^2.27.2",
     "@tiptap/extension-placeholder": "^2.27.2",
@@ -37,9 +38,9 @@
     "@toast-ui/editor": "^3.2.2",
     "@vue/apollo-composable": "^4.2.2",
     "@xenova/transformers": "^2.17.2",
-    "ai": "^6.0.91",
+    "ai": "^6.0.99",
     "bullmq": "^5.58.2",
-    "daisyui": "^5.5.18",
+    "daisyui": "^5.5.19",
     "graphql": "^16.12.0",
     "graphql-tag": "^2.12.6",
     "gsap": "^3.14.2",
@@ -49,14 +50,14 @@
     "nuxt": "^4.3.1",
     "react": "^19.2.4",
     "react-dom": "^19.2.4",
-    "tailwindcss": "^4.1.18",
+    "tailwindcss": "^4.2.1",
     "tldraw": "^4.4.0",
-    "vue": "^3.5.27",
+    "vue": "^3.5.29",
     "wavesurfer.js": "^7.12.1",
     "y-prosemirror": "^1.3.7",
     "y-webrtc": "^10.3.0",
     "yjs": "^13.6.29",
-    "zod": "^4.1.5"
+    "zod": "^4.3.6"
   },
   "devDependencies": {
     "@graphql-codegen/cli": "^6.1.1",
@@ -68,7 +69,7 @@
     "@storybook/addon-interactions": "^8.6.17",
     "@storybook/test": "^8.6.17",
     "@storybook/vue3-vite": "^8.6.17",
-    "prisma": "^6.16.1",
+    "prisma": "^7.4.1",
     "storybook": "^8.6.17",
     "tsx": "^4.20.5",
     "vite": "^7.3.1"
diff --git a/frontend/prisma.config.ts b/frontend/prisma.config.ts
new file mode 100644
index 0000000..56e0509
--- /dev/null
+++ b/frontend/prisma.config.ts
@@ -0,0 +1,12 @@
+import "dotenv/config";
+import { defineConfig, env } from "prisma/config";
+
+export default defineConfig({
+  schema: "prisma/schema.prisma",
+  datasource: {
+    url: env("DATABASE_URL"),
+  },
+  migrations: {
+    path: "prisma/migrations",
+  },
+});
diff --git a/frontend/prisma/schema.prisma b/frontend/prisma/schema.prisma
index 84de961..dfc33b2 100644
--- a/frontend/prisma/schema.prisma
+++ b/frontend/prisma/schema.prisma
@@ -1,10 +1,10 @@
 generator client {
-  provider = "prisma-client-js"
+  provider = "prisma-client"
+  output   = "../server/generated/prisma"
 }
 
 datasource db {
   provider = "postgresql"
-  url      = env("DATABASE_URL")
 }
 
 enum TeamRole {
diff --git a/frontend/prisma/seed.mjs b/frontend/prisma/seed.mjs
index 7d8f5a7..cf725b6 100644
--- a/frontend/prisma/seed.mjs
+++ b/frontend/prisma/seed.mjs
@@ -1,4 +1,5 @@
-import { PrismaClient } from "@prisma/client";
+import { PrismaClient } from "../server/generated/prisma/client.js";
+import { PrismaPg } from "@prisma/adapter-pg";
 import fs from "node:fs";
 import path from "node:path";
 import { randomBytes, scryptSync } from "node:crypto";
@@ -28,7 +29,8 @@ function loadEnvFromDotEnv() {
 
 loadEnvFromDotEnv();
 
-const prisma = new PrismaClient();
+const adapter = new PrismaPg({ connectionString: process.env.DATABASE_URL });
+const prisma = new PrismaClient({ adapter });
 
 const LOGIN_PHONE = "+15550000001";
 const LOGIN_PASSWORD = "ConnectFlow#2026";
diff --git a/frontend/scripts/export-dataset.mjs b/frontend/scripts/export-dataset.mjs
index 2618f36..ff8658c 100644
--- a/frontend/scripts/export-dataset.mjs
+++ b/frontend/scripts/export-dataset.mjs
@@ -1,7 +1,8 @@
 import fs from "node:fs/promises";
 import fsSync from "node:fs";
 import path from "node:path";
-import { PrismaClient } from "@prisma/client";
+import { PrismaClient } from "../server/generated/prisma/client.js";
+import { PrismaPg } from "@prisma/adapter-pg";
 
 function loadEnvFromDotEnv() {
   const p = path.resolve(process.cwd(), ".env");
@@ -28,7 +29,8 @@ function loadEnvFromDotEnv() {
 
 loadEnvFromDotEnv();
 
-const prisma = new PrismaClient();
+const adapter = new PrismaPg({ connectionString: process.env.DATABASE_URL });
+const prisma = new PrismaClient({ adapter });
 
 function datasetRoot() {
   const teamId = process.env.TEAM_ID || "demo-team";
diff --git a/frontend/server/agent/crmAgent.ts b/frontend/server/agent/crmAgent.ts
index 02e0c39..063a2f5 100644
--- a/frontend/server/agent/crmAgent.ts
+++ b/frontend/server/agent/crmAgent.ts
@@ -1,6 +1,6 @@
 import fs from "node:fs/promises";
 import path from "node:path";
-import type { ChatRole, Prisma } from "@prisma/client";
+import type { ChatRole, Prisma } from "../generated/prisma/client";
 import { prisma } from "../utils/prisma";
 import { datasetRoot } from "../dataset/paths";
 import { ensureDataset } from "../dataset/exporter";
diff --git a/frontend/server/queues/outboundDelivery.ts b/frontend/server/queues/outboundDelivery.ts
index 0fac3c5..5b046cd 100644
--- a/frontend/server/queues/outboundDelivery.ts
+++ b/frontend/server/queues/outboundDelivery.ts
@@ -1,5 +1,5 @@
 import { Queue, Worker, type JobsOptions, type ConnectionOptions } from "bullmq";
-import { Prisma } from "@prisma/client";
+import { Prisma } from "../generated/prisma/client";
 import { prisma } from "../utils/prisma";
 
 export const OUTBOUND_DELIVERY_QUEUE_NAME = (
diff --git a/frontend/server/routes/ws/crm-updates.ts b/frontend/server/routes/ws/crm-updates.ts
index a76eaf6..ba0f142 100644
--- a/frontend/server/routes/ws/crm-updates.ts
+++ b/frontend/server/routes/ws/crm-updates.ts
@@ -203,7 +203,7 @@ async function pollAndBroadcast() {
         contactName: msg.contact.name,
         text: msg.content ?? "",
         channel: mapChannel(msg.channel),
-        direction: msg.direction === "OUTBOUND" ? "out" : "in",
+        direction: msg.direction === "OUT" ? "out" : "in",
         at: msg.occurredAt?.toISOString() ?? msg.createdAt.toISOString(),
       };
       for (const peer of peers) {
diff --git a/frontend/server/utils/changeSet.ts b/frontend/server/utils/changeSet.ts
index ef370a5..b013b89 100644
--- a/frontend/server/utils/changeSet.ts
+++ b/frontend/server/utils/changeSet.ts
@@ -1,5 +1,5 @@
 import { randomUUID } from "node:crypto";
-import type { PrismaClient } from "@prisma/client";
+import type { PrismaClient } from "../generated/prisma/client";
 
 type CalendarSnapshotRow = {
   id: string;
diff --git a/frontend/server/utils/prisma.ts b/frontend/server/utils/prisma.ts
index 0e8bd93..b68cdea 100644
--- a/frontend/server/utils/prisma.ts
+++ b/frontend/server/utils/prisma.ts
@@ -1,4 +1,5 @@
-import { PrismaClient } from "@prisma/client";
+import { PrismaClient, type ClientTimelineContentType } from "../generated/prisma/client";
+import { PrismaPg } from "@prisma/adapter-pg";
 
 declare global {
   // eslint-disable-next-line no-var
@@ -8,7 +9,7 @@ declare global {
 // ---------------------------------------------------------------------------
 // Auto-sync ClientTimelineEntry for CalendarEvent and FeedCard
 // ---------------------------------------------------------------------------
-const TIMELINE_MODEL_MAP: Record<string, string> = {
+const TIMELINE_MODEL_MAP: Record<string, ClientTimelineContentType> = {
   calendarEvent: "CALENDAR_EVENT",
   feedCard: "RECOMMENDATION",
 };
@@ -58,9 +59,12 @@ function timelineHook(model: string) {
   };
 }
 
+const adapter = new PrismaPg({ connectionString: process.env.DATABASE_URL! });
+
 const basePrisma =
   globalThis.__prisma ??
   new PrismaClient({
+    adapter,
     log: ["error", "warn"],
   });