diff --git a/package-lock.json b/package-lock.json
index fd5845f..e61c9b2 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -12,7 +12,7 @@
         "packages/*"
       ],
       "devDependencies": {
-        "concurrently": "^8.2.2",
+        "concurrently": "^9.0.0",
         "lint-staged": "^15.2.2",
         "prettier": "^3.0.3",
         "rimraf": "^6.0.1",
@@ -29,6 +29,7 @@
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.2.0"
       },
@@ -40,6 +41,7 @@
       "version": "1.7.2",
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       "integrity": "sha512-Igm/S3fDYmnMq1uKS38Ae1/m37B3zigdlZw+kocwEhh5GjyKjPrXKO2J6rzpC1wAxrNil/jX9BJRqBshyjnF3g==",
+      "license": "MIT",
       "dependencies": {
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         "@azure/core-util": "^1.1.0",
@@ -53,6 +55,7 @@
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       "resolved": "https://registry.npmjs.org/@azure/abort-controller/-/abort-controller-2.1.2.tgz",
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -64,6 +67,7 @@
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       "integrity": "sha512-kRdry/rav3fUKHl/aDLd/pDLcB+4pOFwPPTVEExuMyaI5r+JBbMWqRbCY1pn5BniDaU3lRxO9eaQ1AmSMehl/w==",
+      "license": "MIT",
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         "@azure/core-auth": "^1.4.0",
@@ -81,6 +85,7 @@
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -92,6 +97,7 @@
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       "integrity": "sha512-5MnV1yqzZwgNLLjlizsU3QqOeQChkIXw781Fwh1xdAqJR5AA32IUaq6xv1BICJvfbHoa+JYcaij2HFkhLbNTJQ==",
+      "license": "MIT",
       "dependencies": {
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         "@azure/core-client": "^1.3.0",
@@ -105,6 +111,7 @@
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -116,6 +123,7 @@
       "version": "2.7.2",
       "resolved": "https://registry.npmjs.org/@azure/core-lro/-/core-lro-2.7.2.tgz",
       "integrity": "sha512-0YIpccoX8m/k00O7mDDMdJpbr6mf1yWo2dfmxt5A8XVZVVMz2SSKaEbMCeJRvgQ0IaSlqhjT47p4hVIRRy90xw==",
+      "license": "MIT",
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         "@azure/core-util": "^1.2.0",
@@ -130,6 +138,7 @@
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -141,6 +150,7 @@
       "version": "1.6.2",
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       "integrity": "sha512-YKWi9YuCU04B55h25cnOYZHxXYtEvQEbKST5vqRga7hWY9ydd3FZHdeQF8pyh+acWZvppw13M/LMGx0LABUVMA==",
+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -149,9 +159,10 @@
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     "node_modules/@azure/core-rest-pipeline": {
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-      "resolved": "https://registry.npmjs.org/@azure/core-rest-pipeline/-/core-rest-pipeline-1.16.2.tgz",
-      "integrity": "sha512-Hnhm/PG9/SQ07JJyLDv3l9Qr8V3xgAe1hFoBYzt6LaalMxfL/ZqFaZf/bz5VN3pMcleCPwl8ivlS2Fjxq/iC8Q==",
+      "version": "1.16.3",
+      "resolved": "https://registry.npmjs.org/@azure/core-rest-pipeline/-/core-rest-pipeline-1.16.3.tgz",
+      "integrity": "sha512-VxLk4AHLyqcHsfKe4MZ6IQ+D+ShuByy+RfStKfSjxJoL3WBWq17VNmrz8aT8etKzqc2nAeIyLxScjpzsS4fz8w==",
+      "license": "MIT",
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@@ -170,6 +181,7 @@
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+      "license": "MIT",
       "dependencies": {
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       },
@@ -181,6 +193,7 @@
       "version": "1.1.2",
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       "integrity": "sha512-dawW9ifvWAWmUm9/h+/UQ2jrdvjCJ7VJEuCJ6XVNudzcOwm53BFZH4Q845vjfgoUAM8ZxokvVNxNxAITc502YA==",
+      "license": "MIT",
       "dependencies": {
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       },
@@ -189,9 +202,10 @@
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-      "version": "1.9.1",
-      "resolved": "https://registry.npmjs.org/@azure/core-util/-/core-util-1.9.1.tgz",
-      "integrity": "sha512-OLsq0etbHO1MA7j6FouXFghuHrAFGk+5C1imcpQ2e+0oZhYF07WLA+NW2Vqs70R7d+zOAWiWM3tbE1sXcDN66g==",
+      "version": "1.9.2",
+      "resolved": "https://registry.npmjs.org/@azure/core-util/-/core-util-1.9.2.tgz",
+      "integrity": "sha512-l1Qrqhi4x1aekkV+OlcqsJa4AnAkj5p0JV8omgwjaV9OAbP41lvrMvs+CptfetKkeEaGRGSzby7sjPZEX7+kkQ==",
+      "license": "MIT",
       "dependencies": {
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@@ -204,6 +218,7 @@
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -212,9 +227,10 @@
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     "node_modules/@azure/core-xml": {
-      "version": "1.4.2",
-      "resolved": "https://registry.npmjs.org/@azure/core-xml/-/core-xml-1.4.2.tgz",
-      "integrity": "sha512-CW3MZhApe/S4iikbYKE7s83fjDBPIr2kpidX+hlGRwh7N4o1nIpQ/PfJTeioqhfqdMvRtheEl+ft64fyTaLNaA==",
+      "version": "1.4.3",
+      "resolved": "https://registry.npmjs.org/@azure/core-xml/-/core-xml-1.4.3.tgz",
+      "integrity": "sha512-D6G7FEmDiTctPKuWegX2WTrS1enKZwqYwdKTO6ZN6JMigcCehlT0/CYl+zWpI9vQ9frwwp7GQT3/owaEXgnOsA==",
+      "license": "MIT",
       "dependencies": {
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         "tslib": "^2.6.2"
@@ -248,9 +264,10 @@
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-      "resolved": "https://registry.npmjs.org/@azure/functions/-/functions-4.5.0.tgz",
-      "integrity": "sha512-WNCiOHMQEZpezxgThD3o2McKEjUEljtQBvdw4X4oE5714eTw76h33kIj0660ZJGEnxYSx4dx18oAbg5kLMs9iQ==",
+      "version": "4.5.1",
+      "resolved": "https://registry.npmjs.org/@azure/functions/-/functions-4.5.1.tgz",
+      "integrity": "sha512-ikiw1IrM2W9NlQM3XazcX+4Sq3XAjZi4eeG22B5InKC2x5i7MatGF2S/Gn1ACZ+fEInwu+Ru9J8DlnBv1/hIvg==",
+      "license": "MIT",
       "dependencies": {
         "cookie": "^0.6.0",
         "long": "^4.0.0",
@@ -261,9 +278,10 @@
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-      "resolved": "https://registry.npmjs.org/@azure/identity/-/identity-4.4.0.tgz",
-      "integrity": "sha512-oG6oFNMxUuoivYg/ElyZWVSZfw42JQyHbrp+lR7VJ1BYWsGzt34NwyDw3miPp1QI7Qm5+4KAd76wGsbHQmkpkg==",
+      "version": "4.4.1",
+      "resolved": "https://registry.npmjs.org/@azure/identity/-/identity-4.4.1.tgz",
+      "integrity": "sha512-DwnG4cKFEM7S3T+9u05NstXU/HN0dk45kPOinUyNKsn5VWwpXd9sbPKEg6kgJzGbm1lMuhx9o31PVbCtM5sfBA==",
+      "license": "MIT",
       "dependencies": {
         "@azure/abort-controller": "^1.0.0",
         "@azure/core-auth": "^1.5.0",
@@ -284,10 +302,64 @@
         "node": ">=18.0.0"
       }
     },
+    "node_modules/@azure/identity/node_modules/define-lazy-prop": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/define-lazy-prop/-/define-lazy-prop-2.0.0.tgz",
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+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/@azure/identity/node_modules/is-docker": {
+      "version": "2.2.1",
+      "resolved": "https://registry.npmjs.org/is-docker/-/is-docker-2.2.1.tgz",
+      "integrity": "sha512-F+i2BKsFrH66iaUFc0woD8sLy8getkwTwtOBjvs56Cx4CgJDeKQeqfz8wAYiSb8JOprWhHH5p77PbmYCvvUuXQ==",
+      "license": "MIT",
+      "bin": {
+        "is-docker": "cli.js"
+      },
+      "engines": {
+        "node": ">=8"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@azure/identity/node_modules/is-wsl": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/is-wsl/-/is-wsl-2.2.0.tgz",
+      "integrity": "sha512-fKzAra0rGJUUBwGBgNkHZuToZcn+TtXHpeCgmkMJMMYx1sQDYaCSyjJBSCa2nH1DGm7s3n1oBnohoVTBaN7Lww==",
+      "license": "MIT",
+      "dependencies": {
+        "is-docker": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/@azure/identity/node_modules/open": {
+      "version": "8.4.2",
+      "resolved": "https://registry.npmjs.org/open/-/open-8.4.2.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "define-lazy-prop": "^2.0.0",
+        "is-docker": "^2.1.1",
+        "is-wsl": "^2.2.0"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
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     "node_modules/@azure/logger": {
-      "version": "1.1.3",
-      "resolved": "https://registry.npmjs.org/@azure/logger/-/logger-1.1.3.tgz",
-      "integrity": "sha512-J8/cIKNQB1Fc9fuYqBVnrppiUtW+5WWJPCj/tAokC5LdSTwkWWttN+jsRgw9BLYD7JDBx7PceiqOBxJJ1tQz3Q==",
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+      "resolved": "https://registry.npmjs.org/@azure/logger/-/logger-1.1.4.tgz",
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+      "license": "MIT",
       "dependencies": {
         "tslib": "^2.6.2"
       },
@@ -296,30 +368,33 @@
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     "node_modules/@azure/msal-browser": {
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-      "resolved": "https://registry.npmjs.org/@azure/msal-browser/-/msal-browser-3.20.0.tgz",
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+      "version": "3.23.0",
+      "resolved": "https://registry.npmjs.org/@azure/msal-browser/-/msal-browser-3.23.0.tgz",
+      "integrity": "sha512-+QgdMvaeEpdtgRTD7AHHq9aw8uga7mXVHV1KshO1RQ2uI5B55xJ4aEpGlg/ga3H+0arEVcRfT4ZVmX7QLXiCVw==",
+      "license": "MIT",
       "dependencies": {
-        "@azure/msal-common": "14.14.0"
+        "@azure/msal-common": "14.14.2"
       },
       "engines": {
         "node": ">=0.8.0"
       }
     },
     "node_modules/@azure/msal-common": {
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+      "version": "14.14.2",
+      "resolved": "https://registry.npmjs.org/@azure/msal-common/-/msal-common-14.14.2.tgz",
+      "integrity": "sha512-XV0P5kSNwDwCA/SjIxTe9mEAsKB0NqGNSuaVrkCCE2lAyBr/D6YtD80Vkdp4tjWnPFwjzkwldjr1xU/facOJog==",
+      "license": "MIT",
       "engines": {
         "node": ">=0.8.0"
       }
     },
     "node_modules/@azure/msal-node": {
-      "version": "2.12.0",
-      "resolved": "https://registry.npmjs.org/@azure/msal-node/-/msal-node-2.12.0.tgz",
-      "integrity": "sha512-jmk5Im5KujRA2AcyCb0awA3buV8niSrwXZs+NBJWIvxOz76RvNlusGIqi43A0h45BPUy93Qb+CPdpJn82NFTIg==",
+      "version": "2.13.1",
+      "resolved": "https://registry.npmjs.org/@azure/msal-node/-/msal-node-2.13.1.tgz",
+      "integrity": "sha512-sijfzPNorKt6+9g1/miHwhj6Iapff4mPQx1azmmZExgzUROqWTM1o3ACyxDja0g47VpowFy/sxTM/WsuCyXTiw==",
+      "license": "MIT",
       "dependencies": {
-        "@azure/msal-common": "14.14.0",
+        "@azure/msal-common": "14.14.2",
         "jsonwebtoken": "^9.0.0",
         "uuid": "^8.3.0"
       },
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+      "license": "MIT",
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@@ -351,6 +427,7 @@
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+      "license": "MIT",
       "dependencies": {
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+      "dev": true,
+      "license": "MIT",
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-      "devOptional": true,
+      "dev": true,
+      "license": "MIT",
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-      "devOptional": true,
+      "dev": true,
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-      "devOptional": true,
+      "dev": true,
+      "license": "MIT",
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+      "dev": true,
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@@ -433,11 +515,29 @@
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+      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-1.9.3.tgz",
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+      "license": "MIT",
+      "dependencies": {
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+    "node_modules/@babel/highlight/node_modules/color-name": {
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@@ -11818,7 +11789,8 @@
       "version": "21.1.1",
       "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
       "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
-      "devOptional": true,
+      "dev": true,
+      "license": "ISC",
       "engines": {
         "node": ">=12"
       }
@@ -11827,7 +11799,8 @@
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-5.0.1.tgz",
       "integrity": "sha512-quJQXlTSUGL2LH9SUXo8VwsY4soanhgo6LNSm84E1LBcE8s3O0wpdiRzyR9z/ZZJMlMWv37qOOb9pdJlMUEKFQ==",
-      "devOptional": true,
+      "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=8"
       }
@@ -11836,13 +11809,15 @@
       "version": "8.0.0",
       "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
       "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
-      "devOptional": true
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/yargs/node_modules/is-fullwidth-code-point": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/is-fullwidth-code-point/-/is-fullwidth-code-point-3.0.0.tgz",
       "integrity": "sha512-zymm5+u+sCsSWyD9qNaejV3DFvhCKclKdizYaJUuHA83RLjb7nSuGnddCHGv0hk+KY7BMAlsWeK4Ueg6EV6XQg==",
-      "devOptional": true,
+      "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=8"
       }
@@ -11851,7 +11826,8 @@
       "version": "4.2.3",
       "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
       "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
-      "devOptional": true,
+      "dev": true,
+      "license": "MIT",
       "dependencies": {
         "emoji-regex": "^8.0.0",
         "is-fullwidth-code-point": "^3.0.0",
@@ -11865,7 +11841,8 @@
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-6.0.1.tgz",
       "integrity": "sha512-Y38VPSHcqkFrCpFnQ9vuSXmquuv5oXOKpGeT6aGrr3o3Gc9AlVa6JBfUSOCnbxGGZF+/0ooI7KrPuUSztUdU5A==",
-      "devOptional": true,
+      "dev": true,
+      "license": "MIT",
       "dependencies": {
         "ansi-regex": "^5.0.1"
       },
@@ -11873,22 +11850,12 @@
         "node": ">=8"
       }
     },
-    "node_modules/yauzl": {
-      "version": "2.10.0",
-      "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
-      "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
-      "optional": true,
-      "peer": true,
-      "dependencies": {
-        "buffer-crc32": "~0.2.3",
-        "fd-slicer": "~1.1.0"
-      }
-    },
     "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,
+      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
@@ -11901,6 +11868,7 @@
       "resolved": "https://registry.npmjs.org/yoctocolors/-/yoctocolors-2.1.1.tgz",
       "integrity": "sha512-GQHQqAopRhwU8Kt1DDM8NjibDXHC8eoh1erhGAJPEyveY9qqVeXvVikNKrDz69sHowPMorbPUrH/mx8c50eiBQ==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=18"
       },
@@ -11912,6 +11880,7 @@
       "version": "3.23.8",
       "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz",
       "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==",
+      "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
@@ -11920,6 +11889,7 @@
       "version": "3.23.2",
       "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.2.tgz",
       "integrity": "sha512-uSt90Gzc/tUfyNqxnjlfBs8W6WSGpNBv0rVsNxP/BVSMHMKGdthPYff4xtCHYloJGM0CFxFsb3NbC0eqPhfImw==",
+      "license": "ISC",
       "peerDependencies": {
         "zod": "^3.23.3"
       }
@@ -11935,7 +11905,7 @@
         "@langchain/azure-cosmosdb": "^0.1.0",
         "@langchain/community": "^0.2.22",
         "@langchain/core": "~0.2.0",
-        "@langchain/ollama": "^0.0.2",
+        "@langchain/ollama": "^0.0.4",
         "@langchain/openai": "^0.2.5",
         "@microsoft/ai-chat-protocol": "^1.0.0-alpha.20240418.1",
         "dotenv": "^16.4.5",
@@ -11949,6 +11919,16 @@
         "typescript": "^5.4.4"
       }
     },
+    "packages/api/node_modules/@types/node": {
+      "version": "20.16.5",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-20.16.5.tgz",
+      "integrity": "sha512-VwYCweNo3ERajwy0IUlqqcyZ8/A7Zwa9ZP3MnENWcB11AejO+tLy3pu850goUW2FC/IJMdZUfKpX/yxL1gymCA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "undici-types": "~6.19.2"
+      }
+    },
     "packages/webapp": {
       "version": "1.0.0",
       "license": "MIT",
diff --git a/package.json b/package.json
index 8ecc985..0e88178 100644
--- a/package.json
+++ b/package.json
@@ -44,7 +44,7 @@
     "packages/*"
   ],
   "devDependencies": {
-    "concurrently": "^8.2.2",
+    "concurrently": "^9.0.0",
     "lint-staged": "^15.2.2",
     "prettier": "^3.0.3",
     "rimraf": "^6.0.1",
diff --git a/packages/api/package.json b/packages/api/package.json
index 6b151b8..3f5dcf5 100644
--- a/packages/api/package.json
+++ b/packages/api/package.json
@@ -21,7 +21,7 @@
     "@langchain/azure-cosmosdb": "^0.1.0",
     "@langchain/community": "^0.2.22",
     "@langchain/core": "~0.2.0",
-    "@langchain/ollama": "^0.0.2",
+    "@langchain/ollama": "^0.0.4",
     "@langchain/openai": "^0.2.5",
     "@microsoft/ai-chat-protocol": "^1.0.0-alpha.20240418.1",
     "dotenv": "^16.4.5",
diff --git a/packages/api/src/functions/chat-post.ts b/packages/api/src/functions/chat-post.ts
index 6f7beea..208cfd6 100644
--- a/packages/api/src/functions/chat-post.ts
+++ b/packages/api/src/functions/chat-post.ts
@@ -6,8 +6,7 @@ import { AzureOpenAIEmbeddings, AzureChatOpenAI } from '@langchain/openai';
 import { Embeddings } from '@langchain/core/embeddings';
 import { BaseChatModel } from '@langchain/core/language_models/chat_models';
 import { VectorStore } from '@langchain/core/vectorstores';
-import { OllamaEmbeddings } from '@langchain/community/embeddings/ollama';
-import { ChatOllama } from '@langchain/ollama';
+import { ChatOllama, OllamaEmbeddings } from '@langchain/ollama';
 import { FaissStore } from '@langchain/community/vectorstores/faiss';
 import { ChatPromptTemplate, PromptTemplate } from '@langchain/core/prompts';
 import { createStuffDocumentsChain } from 'langchain/chains/combine_documents';
@@ -75,7 +74,7 @@ export async function postChat(request: HttpRequest, context: InvocationContext)
     }
 
     // Create the chain that combines the prompt with the documents
-    const combineDocsChain = await createStuffDocumentsChain({
+    const ragChain = await createStuffDocumentsChain({
       llm: model,
       prompt: ChatPromptTemplate.fromMessages([
         ['system', systemPrompt],
@@ -83,16 +82,12 @@ export async function postChat(request: HttpRequest, context: InvocationContext)
       ]),
       documentPrompt: PromptTemplate.fromTemplate('[{source}]: {page_content}\n'),
     });
-
-    // Create the chain to retrieve the documents from the database
-    const chain = await createRetrievalChain({
-      retriever: store.asRetriever(3),
-      combineDocsChain,
-    });
-
-    const lastUserMessage = messages.at(-1)!.content;
-    const responseStream = await chain.stream({
-      input: lastUserMessage,
+    // Retriever to search for the documents in the database
+    const retriever = store.asRetriever(3);
+    const question = messages.at(-1)!.content;
+    const responseStream = await ragChain.stream({
+      input: question,
+      context: await retriever.invoke(question),
     });
     const jsonStream = Readable.from(createJsonStream(responseStream));
 
@@ -109,13 +104,13 @@ export async function postChat(request: HttpRequest, context: InvocationContext)
 }
 
 // Transform the response chunks into a JSON stream
-async function* createJsonStream(chunks: AsyncIterable<{ context: Document[]; answer: string }>) {
+async function* createJsonStream(chunks: AsyncIterable<string>) {
   for await (const chunk of chunks) {
-    if (!chunk.answer) continue;
+    if (!chunk) continue;
 
     const responseChunk: AIChatCompletionDelta = {
       delta: {
-        content: chunk.answer,
+        content: chunk,
         role: 'assistant',
       },
     };
diff --git a/packages/api/src/functions/documents-post.ts b/packages/api/src/functions/documents-post.ts
index 135b7f5..e52ebf0 100644
--- a/packages/api/src/functions/documents-post.ts
+++ b/packages/api/src/functions/documents-post.ts
@@ -4,7 +4,7 @@ import { AzureOpenAIEmbeddings } from '@langchain/openai';
 import { PDFLoader } from '@langchain/community/document_loaders/fs/pdf';
 import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter';
 import { AzureCosmosDBNoSQLVectorStore } from '@langchain/azure-cosmosdb';
-import { OllamaEmbeddings } from '@langchain/community/embeddings/ollama';
+import { OllamaEmbeddings } from '@langchain/ollama';
 import { FaissStore } from '@langchain/community/vectorstores/faiss';
 import 'dotenv/config';
 import { BlobServiceClient } from '@azure/storage-blob';