fix: topic path

* chore: sync content to repo

* Update src/data/roadmaps/machine-learning/introduction@MEL6y3vwiqwAV6FQihF34.md

* Update src/data/roadmaps/machine-learning/what-is-an-ml-engineer@FgzPlLUfGdlZPvPku0-Xl.md

---------

Co-authored-by: kamranahmedse <4921183+kamranahmedse@users.noreply.github.com>
Co-authored-by: Kamran Ahmed <kamranahmed.se@gmail.com>

.astro/settings.json

@@ -3,6 +3,6 @@
 		"enabled": false
 	},
 	"_variables": {
-		"lastUpdateCheck": 1753810743067
+		"lastUpdateCheck": 1755042938009
 	}
 }

.github/workflows/sync-content-to-repo.yml

@@ -0,0 +1,67 @@
+name: Sync Content to Repo
+
+on:
+  workflow_dispatch:
+    inputs:
+      roadmap_slug:
+        description: "The ID of the roadmap to sync"
+        required: true
+        default: "__default__"
+
+jobs:
+  sync-content:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Setup pnpm@v9
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+          run_install: false
+
+      - name: Setup Node.js Version 20 (LTS)
+        uses: actions/setup-node@v4
+        with:
+          node-version: 20
+          cache: 'pnpm'
+
+      - name: Install Dependencies and Sync Content
+        run: |
+          echo "Installing Dependencies"
+          pnpm install
+          echo "Syncing Content to Repo"
+          npm run sync:content-to-repo -- --roadmap-slug=${{ inputs.roadmap_slug }} --secret=${{ secrets.GH_SYNC_SECRET }}
+
+      - name: Check for changes
+        id: verify-changed-files
+        run: |
+          if [ -n "$(git status --porcelain)" ]; then
+            echo "changed=true" >> $GITHUB_OUTPUT
+          else
+            echo "changed=false" >> $GITHUB_OUTPUT
+          fi
+      
+      - name: Create PR
+        if: steps.verify-changed-files.outputs.changed == 'true'
+        uses: peter-evans/create-pull-request@v7
+        with:
+          delete-branch: false
+          branch: "chore/sync-content-to-repo-${{ inputs.roadmap_slug }}"
+          base: "master"
+          labels: |
+            dependencies
+            automated pr
+          reviewers: arikchakma
+          commit-message: "chore: sync content to repo"
+          title: "chore: sync content to repository"
+          body: |
+            ## Sync Content to Repo
+            
+            > [!IMPORTANT]
+            > This PR Syncs the Content to the Repo for the Roadmap: ${{ inputs.roadmap_slug }}
+            >
+            > Commit: ${{ github.sha }}
+            > Workflow Path: ${{ github.workflow_ref }}
+
+            **Please Review the Changes and Merge the PR if everything is fine.** 

.github/workflows/sync-repo-to-database.yml

@@ -0,0 +1,67 @@
+name: Sync on Roadmap Changes
+
+on:
+  push:
+    branches:
+      - master
+    paths:
+      - 'src/data/roadmaps/**'
+
+jobs:
+  sync-on-changes:
+    runs-on: ubuntu-latest
+    if: github.actor != 'github-actions[bot]' && github.actor != 'dependabot[bot]'
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 2  # Fetch previous commit to compare changes
+
+      - name: Setup pnpm@v9
+        uses: pnpm/action-setup@v4
+        with:
+          version: 9
+          run_install: false
+
+      - name: Setup Node.js Version 20 (LTS)
+        uses: actions/setup-node@v4
+        with:
+          node-version: 20
+          cache: 'pnpm'
+
+      - name: Get changed files
+        id: changed-files
+        run: |
+          echo "Getting changed files in /src/data/roadmaps/"
+          
+          # Get changed files between HEAD and previous commit
+          CHANGED_FILES=$(git diff --name-only HEAD~1 HEAD -- src/data/roadmaps/)
+          
+          if [ -z "$CHANGED_FILES" ]; then
+            echo "No changes found in roadmaps directory"
+            echo "has_changes=false" >> $GITHUB_OUTPUT
+            exit 0
+          fi
+          
+          echo "Changed files:"
+          echo "$CHANGED_FILES"
+          
+          # Convert to space-separated list for the script
+          CHANGED_FILES_LIST=$(echo "$CHANGED_FILES" | tr '\n' ' ')
+          
+          echo "has_changes=true" >> $GITHUB_OUTPUT
+          echo "changed_files=$CHANGED_FILES_LIST" >> $GITHUB_OUTPUT
+
+      - name: Install Dependencies
+        if: steps.changed-files.outputs.has_changes == 'true'
+        run: |
+          echo "Installing Dependencies"
+          pnpm install
+
+      - name: Run sync script with changed files
+        if: steps.changed-files.outputs.has_changes == 'true'
+        run: |
+          echo "Running sync script for changed roadmap files"
+          echo "Changed files: ${{ steps.changed-files.outputs.changed_files }}"
+          
+          # Run your script with the changed file paths
+          npm run sync:repo-to-database -- --files="${{ steps.changed-files.outputs.changed_files }}" --secret=${{ secrets.GH_SYNC_SECRET }}

package.json

@@ -16,6 +16,7 @@
     "roadmap-links": "node scripts/roadmap-links.cjs",
     "roadmap-dirs": "node scripts/roadmap-dirs.cjs",
     "roadmap-assets": "tsx scripts/editor-roadmap-assets.ts",
+    "refresh-assets": "tsx scripts/refresh-assets.ts",
     "editor-roadmap-dirs": "tsx scripts/editor-roadmap-dirs.ts",
     "editor-roadmap-content": "tsx scripts/editor-roadmap-content.ts",
     "roadmap-content": "node scripts/roadmap-content.cjs",
@@ -28,9 +29,12 @@
     "compress:images": "tsx ./scripts/compress-images.ts",
     "generate:roadmap-content-json": "tsx ./scripts/editor-roadmap-content-json.ts",
     "migrate:editor-roadmaps": "tsx ./scripts/migrate-editor-roadmap.ts",
+    "sync:content-to-repo": "tsx ./scripts/sync-content-to-repo.ts",
+    "sync:repo-to-database": "tsx ./scripts/sync-repo-to-database.ts",
     "test:e2e": "playwright test"
   },
   "dependencies": {
+    "@ai-sdk/react": "2.0.0-beta.34",
     "@astrojs/node": "^9.2.1",
     "@astrojs/react": "^4.2.7",
     "@astrojs/sitemap": "^3.4.0",
@@ -42,6 +46,7 @@
     "@radix-ui/react-popover": "^1.1.14",
     "@resvg/resvg-js": "^2.6.2",
     "@roadmapsh/editor": "workspace:*",
+    "@shikijs/transformers": "^3.9.2",
     "@tailwindcss/vite": "^4.1.7",
     "@tanstack/react-query": "^5.76.1",
     "@tiptap/core": "^2.12.0",
@@ -64,6 +69,7 @@
     "image-size": "^2.0.2",
     "jose": "^6.0.11",
     "js-cookie": "^3.0.5",
+    "katex": "^0.16.22",
     "lucide-react": "^0.511.0",
     "luxon": "^3.6.1",
     "markdown-it-async": "^2.2.0",
@@ -79,10 +85,14 @@
     "react-confetti": "^6.4.0",
     "react-dom": "^19.1.0",
     "react-dropzone": "^14.3.8",
+    "react-markdown": "^10.1.0",
     "react-resizable-panels": "^3.0.2",
     "react-textarea-autosize": "^8.5.9",
     "react-tooltip": "^5.28.1",
     "rehype-external-links": "^3.0.0",
+    "rehype-katex": "^7.0.1",
+    "remark-gfm": "^4.0.1",
+    "remark-math": "^6.0.0",
     "remark-parse": "^11.0.0",
     "roadmap-renderer": "^1.0.7",
     "sanitize-html": "^2.17.0",
@@ -97,6 +107,7 @@
     "tiptap-markdown": "^0.8.10",
     "turndown": "^7.2.0",
     "unified": "^11.0.5",
+    "zod": "^4.0.17",
     "zustand": "^5.0.4"
   },
   "devDependencies": {
@@ -112,7 +123,7 @@
     "@types/react-slick": "^0.23.13",
     "@types/sanitize-html": "^2.16.0",
     "@types/turndown": "^5.0.5",
-    "ai": "^4.3.16",
+    "ai": "5.0.0-beta.34",
     "csv-parser": "^3.2.0",
     "gh-pages": "^6.3.0",
     "js-yaml": "^4.1.0",

pnpm-lock.yaml

@@ -8,6 +8,9 @@ importers:
 
   .:
     dependencies:
+      '@ai-sdk/react':
+        specifier: 2.0.0-beta.34
+        version: 2.0.0-beta.34(react@19.1.0)(zod@4.0.17)
       '@astrojs/node':
         specifier: ^9.2.1
         version: 9.2.1(astro@5.7.13(@types/node@22.15.17)(jiti@2.4.2)(lightningcss@1.30.1)(rollup@4.40.2)(tsx@4.19.4)(typescript@5.8.3))
@@ -41,6 +44,9 @@ importers:
       '@roadmapsh/editor':
         specifier: workspace:*
         version: link:packages/editor
+      '@shikijs/transformers':
+        specifier: ^3.9.2
+        version: 3.9.2
       '@tailwindcss/vite':
         specifier: ^4.1.7
         version: 4.1.7(vite@6.3.5(@types/node@22.15.17)(jiti@2.4.2)(lightningcss@1.30.1)(tsx@4.19.4))
@@ -107,6 +113,9 @@ importers:
       js-cookie:
         specifier: ^3.0.5
         version: 3.0.5
+      katex:
+        specifier: ^0.16.22
+        version: 0.16.22
       lucide-react:
         specifier: ^0.511.0
         version: 0.511.0(react@19.1.0)
@@ -152,6 +161,9 @@ importers:
       react-dropzone:
         specifier: ^14.3.8
         version: 14.3.8(react@19.1.0)
+      react-markdown:
+        specifier: ^10.1.0
+        version: 10.1.0(@types/react@19.1.4)(react@19.1.0)
       react-resizable-panels:
         specifier: ^3.0.2
         version: 3.0.2(react-dom@19.1.0(react@19.1.0))(react@19.1.0)
@@ -164,6 +176,15 @@ importers:
       rehype-external-links:
         specifier: ^3.0.0
         version: 3.0.0
+      rehype-katex:
+        specifier: ^7.0.1
+        version: 7.0.1
+      remark-gfm:
+        specifier: ^4.0.1
+        version: 4.0.1
+      remark-math:
+        specifier: ^6.0.0
+        version: 6.0.0
       remark-parse:
         specifier: ^11.0.0
         version: 11.0.0
@@ -206,13 +227,16 @@ importers:
       unified:
         specifier: ^11.0.5
         version: 11.0.5
+      zod:
+        specifier: ^4.0.17
+        version: 4.0.17
       zustand:
         specifier: ^5.0.4
         version: 5.0.4(@types/react@19.1.4)(react@19.1.0)(use-sync-external-store@1.5.0(react@19.1.0))
     devDependencies:
       '@ai-sdk/google':
         specifier: ^1.2.18
-        version: 1.2.18(zod@3.24.4)
+        version: 1.2.18(zod@4.0.17)
       '@playwright/test':
         specifier: ^1.52.0
         version: 1.52.0
@@ -247,8 +271,8 @@ importers:
         specifier: ^5.0.5
         version: 5.0.5
       ai:
-        specifier: ^4.3.16
-        version: 4.3.16(react@19.1.0)(zod@3.24.4)
+        specifier: 5.0.0-beta.34
+        version: 5.0.0-beta.34(zod@4.0.17)
       csv-parser:
         specifier: ^3.2.0
         version: 3.2.0
@@ -263,7 +287,7 @@ importers:
         version: 14.1.0
       openai:
         specifier: ^4.100.0
-        version: 4.100.0(zod@3.24.4)
+        version: 4.100.0(zod@4.0.17)
       prettier:
         specifier: ^3.5.3
         version: 3.5.3
@@ -334,6 +358,12 @@ importers:
 
 packages:
 
+  '@ai-sdk/gateway@1.0.0-beta.19':
+    resolution: {integrity: sha512-felWPMuECZRGx8xnmvH5dW3jywKTkGnw/tXN8szphGzEDr/BfxywuXijfPBG2WBUS6frPXsvSLDRdCm5W38PXA==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4
+
   '@ai-sdk/google@1.2.18':
     resolution: {integrity: sha512-8B70+i+uB12Ae6Sn6B9Oc6W0W/XorGgc88Nx0pyUrcxFOdytHBaAVhTPqYsO3LLClfjYN8pQ9GMxd5cpGEnUcA==}
     engines: {node: '>=18'}
@@ -346,26 +376,30 @@ packages:
     peerDependencies:
       zod: ^3.23.8
 
+  '@ai-sdk/provider-utils@3.0.0-beta.10':
+    resolution: {integrity: sha512-e6WSsgM01au04/1L/v5daXHn00eKjPBQXl3jq3BfvQbQ1jo8Rls2pvrdkyVc25jBW4TV4Zm+tw+v6NAh5NPXMA==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      zod: ^3.25.76 || ^4
+
   '@ai-sdk/provider@1.1.3':
     resolution: {integrity: sha512-qZMxYJ0qqX/RfnuIaab+zp8UAeJn/ygXXAffR5I4N0n1IrvA6qBsjc8hXLmBiMV2zoXlifkacF7sEFnYnjBcqg==}
     engines: {node: '>=18'}
 
-  '@ai-sdk/react@1.2.12':
-    resolution: {integrity: sha512-jK1IZZ22evPZoQW3vlkZ7wvjYGYF+tRBKXtrcolduIkQ/m/sOAVcVeVDUDvh1T91xCnWCdUGCPZg2avZ90mv3g==}
+  '@ai-sdk/provider@2.0.0-beta.2':
+    resolution: {integrity: sha512-vqhtZA7R24q1XnmfmIb1fZSmHMIaJH1BVQ+0kFnNJgqWsc+V8i+yfetZ37gUc4fXATFmBuS/6O7+RPoHsZ2Fqg==}
+    engines: {node: '>=18'}
+
+  '@ai-sdk/react@2.0.0-beta.34':
+    resolution: {integrity: sha512-6v55iQbJRJ42nFM7GPzmzaP3NxEgFamKQu2fYc8jl5McQyYka3gZ7jHpy4jTMy+b16HIXKgPqVXd/RN/+uHOEw==}
     engines: {node: '>=18'}
     peerDependencies:
       react: ^18 || ^19 || ^19.0.0-rc
-      zod: ^3.23.8
+      zod: ^3.25.76 || ^4
     peerDependenciesMeta:
       zod:
         optional: true
 
-  '@ai-sdk/ui-utils@1.2.11':
-    resolution: {integrity: sha512-3zcwCc8ezzFlwp3ZD15wAPjf2Au4s3vAbKsXQVyhxODHcmu0iyPO2Eua6D/vicq/AUm/BAo60r97O6HU+EI0+w==}
-    engines: {node: '>=18'}
-    peerDependencies:
-      zod: ^3.23.8
-
   '@alloc/quick-lru@5.2.0':
     resolution: {integrity: sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==}
     engines: {node: '>=10'}
@@ -1915,6 +1949,9 @@ packages:
   '@shikijs/core@3.4.2':
     resolution: {integrity: sha512-AG8vnSi1W2pbgR2B911EfGqtLE9c4hQBYkv/x7Z+Kt0VxhgQKcW7UNDVYsu9YxwV6u+OJrvdJrMq6DNWoBjihQ==}
 
+  '@shikijs/core@3.9.2':
+    resolution: {integrity: sha512-3q/mzmw09B2B6PgFNeiaN8pkNOixWS726IHmJEpjDAcneDPMQmUg2cweT9cWXY4XcyQS3i6mOOUgQz9RRUP6HA==}
+
   '@shikijs/engine-javascript@3.4.2':
     resolution: {integrity: sha512-1/adJbSMBOkpScCE/SB6XkjJU17ANln3Wky7lOmrnpl+zBdQ1qXUJg2GXTYVHRq+2j3hd1DesmElTXYDgtfSOQ==}
 
@@ -1927,9 +1964,15 @@ packages:
   '@shikijs/themes@3.4.2':
     resolution: {integrity: sha512-qAEuAQh+brd8Jyej2UDDf+b4V2g1Rm8aBIdvt32XhDPrHvDkEnpb7Kzc9hSuHUxz0Iuflmq7elaDuQAP9bHIhg==}
 
+  '@shikijs/transformers@3.9.2':
+    resolution: {integrity: sha512-MW5hT4TyUp6bNAgTExRYLk1NNasVQMTCw1kgbxHcEC0O5cbepPWaB+1k+JzW9r3SP2/R8kiens8/3E6hGKfgsA==}
+
   '@shikijs/types@3.4.2':
     resolution: {integrity: sha512-zHC1l7L+eQlDXLnxvM9R91Efh2V4+rN3oMVS2swCBssbj2U/FBwybD1eeLaq8yl/iwT+zih8iUbTBCgGZOYlVg==}
 
+  '@shikijs/types@3.9.2':
+    resolution: {integrity: sha512-/M5L0Uc2ljyn2jKvj4Yiah7ow/W+DJSglVafvWAJ/b8AZDeeRAdMu3c2riDzB7N42VD+jSnWxeP9AKtd4TfYVw==}
+
   '@shikijs/vscode-textmate@10.0.2':
     resolution: {integrity: sha512-83yeghZ2xxin3Nj8z1NMd/NCuca+gsYXswywDy5bHvwlWL8tpTQmzGeUuHd9FC3E/SBEMvzJRwWEOz5gGes9Qg==}
 
@@ -1938,6 +1981,9 @@ packages:
     engines: {node: '>= 8.0.0'}
     hasBin: true
 
+  '@standard-schema/spec@1.0.0':
+    resolution: {integrity: sha512-m2bOd0f2RT9k8QJx1JN85cZYyH1RqFBdlwtkSlf4tBDYLCiiZnv1fIIwacK6cqwXavOydf0NPToMQgpKq+dVlA==}
+
   '@swc/helpers@0.5.17':
     resolution: {integrity: sha512-5IKx/Y13RsYd+sauPb2x+U/xZikHjolzfuDgTAl/Tdf3Q8rslRvC19NKDLgAJQ6wsqADk10ntlv08nPFw/gO/A==}
 
@@ -2223,12 +2269,12 @@ packages:
   '@types/debug@4.1.12':
     resolution: {integrity: sha512-vIChWdVG3LG1SMxEvI/AK+FWJthlrqlTu7fbrlywTkkaONwk/UAGaULXRlf8vkzFBLVm0zkMdCquhL5aOjhXPQ==}
 
-  '@types/diff-match-patch@1.0.36':
-    resolution: {integrity: sha512-xFdR6tkm0MWvBfO8xXCSsinYxHcqkQUlcHeSpMC2ukzOb6lwQAfDmW+Qt0AvlGd8HpsS28qKsB+oPeJn9I39jg==}
-
   '@types/dom-to-image@2.6.7':
     resolution: {integrity: sha512-me5VbCv+fcXozblWwG13krNBvuEOm6kA5xoa4RrjDJCNFOZSWR3/QLtOXimBHk1Fisq69Gx3JtOoXtg1N1tijg==}
 
+  '@types/estree-jsx@1.0.5':
+    resolution: {integrity: sha512-52CcUVNFyfb1A2ALocQw/Dd1BQFNmSdkuC3BkZ6iqhdMfQz7JWOFRuJFloOzjk+6WijU56m9oKXFAXc7o3Towg==}
+
   '@types/estree@1.0.7':
     resolution: {integrity: sha512-w28IoSUCJpidD/TGviZwwMJckNESJZXFu7NBZ5YJ4mEUnNraUn9Pm8HSZm/jDF1pDWYKspWE7oVphigUPRakIQ==}
 
@@ -2241,6 +2287,9 @@ packages:
   '@types/js-cookie@3.0.6':
     resolution: {integrity: sha512-wkw9yd1kEXOPnvEeEV1Go1MmxtBJL0RR79aOTAApecWFVu7w0NNXNqhcWgvw2YgZDYadliXkl14pa3WXw5jlCQ==}
 
+  '@types/katex@0.16.7':
+    resolution: {integrity: sha512-HMwFiRujE5PjrgwHQ25+bsLJgowjGjm5Z8FVSf0N6PwgJrwxH0QxzHYDcKsTfV3wva0vzrpqMTJS2jXPr5BMEQ==}
+
   '@types/linkify-it@3.0.5':
     resolution: {integrity: sha512-yg6E+u0/+Zjva+buc3EIb+29XEg4wltq7cSmd4Uc2EE/1nUVmxyzpX6gUXD0V8jIrG0r7YeOGVIbYRkxeooCtw==}
 
@@ -2309,6 +2358,9 @@ packages:
   '@types/turndown@5.0.5':
     resolution: {integrity: sha512-TL2IgGgc7B5j78rIccBtlYAnkuv8nUQqhQc+DSYV5j9Be9XOcm/SKOVRuA47xAVI3680Tk9B1d8flK2GWT2+4w==}
 
+  '@types/unist@2.0.11':
+    resolution: {integrity: sha512-CmBKiL6NNo/OqgmMn95Fk9Whlp2mtvIv+KNpQKN2F4SjvrEesubTRWGYSg+BnWZOnlCaSTU1sMpsBOzgbYhnsA==}
+
   '@types/unist@3.0.3':
     resolution: {integrity: sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q==}
 
@@ -2346,15 +2398,11 @@ packages:
     resolution: {integrity: sha512-kja8j7PjmncONqaTsB8fQ+wE2mSU2DJ9D4XKoJ5PFWIdRMa6SLSN1ff4mOr4jCbfRSsxR4keIiySJU0N9T5hIQ==}
     engines: {node: '>= 8.0.0'}
 
-  ai@4.3.16:
-    resolution: {integrity: sha512-KUDwlThJ5tr2Vw0A1ZkbDKNME3wzWhuVfAOwIvFUzl1TPVDFAXDFTXio3p+jaKneB+dKNCvFFlolYmmgHttG1g==}
+  ai@5.0.0-beta.34:
+    resolution: {integrity: sha512-AFJ4p35AxA+1KFtnoouePLaAUpoj0IxIAoq/xgIv88qzYajTg4Sac5KaV4CDHFRLoF0L2cwhlFXt/Ss/zyBKkA==}
     engines: {node: '>=18'}
     peerDependencies:
-      react: ^18 || ^19 || ^19.0.0-rc
-      zod: ^3.23.8
-    peerDependenciesMeta:
-      react:
-        optional: true
+      zod: ^3.25.76 || ^4
 
   ansi-align@3.0.1:
     resolution: {integrity: sha512-IOfwwBF5iczOjp/WeY4YxyjqAFMQoZufdQWDd19SEExbVLNXqvpzSJ/M7Za4/sCPmQ0+GRquoA7bGcINcxew6w==}
@@ -2506,6 +2554,9 @@ packages:
   character-entities@2.0.2:
     resolution: {integrity: sha512-shx7oQ0Awen/BRIdkjkvz54PnEEI/EjwXDSIZp86/KKdbafHh1Df/RYGBhn4hbe2+uKC9FnT5UCEdyPz3ai9hQ==}
 
+  character-reference-invalid@2.0.1:
+    resolution: {integrity: sha512-iBZ4F4wRbyORVsu0jPV7gXkOsGYjGHPmAyv+HiHG8gi5PtC9KI2j1+v8/tlibRvjoWX027ypmG/n0HtO5t7unw==}
+
   chokidar@4.0.3:
     resolution: {integrity: sha512-Qgzu8kfBvo+cA4962jnP1KkS6Dop5NS6g7R5LFYJr4b8Ub94PPQXUksCw9PvXoeXPRRddRNC5C1JQUR2SMGtnA==}
     engines: {node: '>= 14.16.0'}
@@ -2565,6 +2616,10 @@ packages:
     resolution: {integrity: sha512-NOKm8xhkzAjzFx8B2v5OAHT+u5pRQc2UCa2Vq9jYL/31o2wi9mxBA7LIFs3sV5VSC49z6pEhfbMULvShKj26WA==}
     engines: {node: '>= 6'}
 
+  commander@8.3.0:
+    resolution: {integrity: sha512-OkTL9umf+He2DZkUq8f8J9of7yL6RJKI24dVITBmNfZBmri9zYZQrKkuXiKhyfPSu8tUhnVBB1iKXevvnlR4Ww==}
+    engines: {node: '>= 12'}
+
   common-ancestor-path@1.0.1:
     resolution: {integrity: sha512-L3sHRo1pXXEqX8VU28kfgUY+YGsk09hPqZiZmLacNib6XNTCM8ubYeT7ryXQw8asB1sKgcU5lkB7ONug08aB8w==}
 
@@ -2734,9 +2789,6 @@ packages:
   dfa@1.2.0:
     resolution: {integrity: sha512-ED3jP8saaweFTjeGX8HQPjeC1YYyZs98jGNZx6IiBvxW7JG5v492kamAQB3m2wop07CvU/RQmzcKr6bgcC5D/Q==}
 
-  diff-match-patch@1.0.5:
-    resolution: {integrity: sha512-IayShXAgj/QMXgB0IWmKx+rOPuGMhqm5w6jvFxmVenXKIzRqTAAsbBPT3kWQeGANj3jGgvcvv4yK6SxqYmikgw==}
-
   diff@5.2.0:
     resolution: {integrity: sha512-uIFDxqpRZGZ6ThOk84hEfqWoHx2devRFvpTZcTHur85vImfaxUbTW9Ryh4CpCuDnToOP1CEtXKIgytHBPVff5A==}
     engines: {node: '>=0.3.1'}
@@ -2864,6 +2916,9 @@ packages:
     engines: {node: '>=4'}
     hasBin: true
 
+  estree-util-is-identifier-name@3.0.0:
+    resolution: {integrity: sha512-hFtqIDZTIUZ9BXLb8y4pYGyk6+wekIivNVTcmvk8NoOh+VeRn5y6cEHzbURrWbfp1fIqdVipilzj+lfaadNZmg==}
+
   estree-walker@2.0.2:
     resolution: {integrity: sha512-Rfkk/Mp/DL7JVje3u18FxFujQlTNR2q6QfMSMB7AvCBx91NGj/ba3kCfza0f6dVDbw7YlRf/nDrn7pQrCCyQ/w==}
 
@@ -2881,6 +2936,10 @@ packages:
   eventemitter3@5.0.1:
     resolution: {integrity: sha512-GWkBvjiSZK87ELrYOSESUYeVIc9mvLLf/nXalMOS5dYrgZq9o5OVkbZAVM06CVxYsCwH9BDZFPlQTlPA1j4ahA==}
 
+  eventsource-parser@3.0.3:
+    resolution: {integrity: sha512-nVpZkTMM9rF6AQ9gPJpFsNAMt48wIzB5TQgiTLdHiuO8XEDhUgZEhqKlZWXbIzo9VmJ/HvysHqEaVeD5v9TPvA==}
+    engines: {node: '>=20.0.0'}
+
   extend-shallow@2.0.1:
     resolution: {integrity: sha512-zCnTtlxNoAiDc3gqY2aYAWFx7XWWiasuF2K8Me5WbN8otHKTUKBwjPtNpRs/rbUZm7KxWAaNj7P1a/p52GbVug==}
     engines: {node: '>=0.10.0'}
@@ -3052,6 +3111,12 @@ packages:
     resolution: {integrity: sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==}
     engines: {node: '>= 0.4'}
 
+  hast-util-from-dom@5.0.1:
+    resolution: {integrity: sha512-N+LqofjR2zuzTjCPzyDUdSshy4Ma6li7p/c3pA78uTwzFgENbgbUrm2ugwsOdcjI1muO+o6Dgzp9p8WHtn/39Q==}
+
+  hast-util-from-html-isomorphic@2.0.0:
+    resolution: {integrity: sha512-zJfpXq44yff2hmE0XmwEOzdWin5xwH+QIhMLOScpX91e/NSGPsAzNCvLQDIEPyO2TXi+lBmU6hjLIhV8MwP2kw==}
+
   hast-util-from-html@2.0.3:
     resolution: {integrity: sha512-CUSRHXyKjzHov8yKsQjGOElXy/3EKpyX56ELnkHH34vDVw1N1XSQ1ZcAvTyAPtGqLTuKP/uxM+aLkSPqF/EtMw==}
 
@@ -3070,6 +3135,9 @@ packages:
   hast-util-to-html@9.0.5:
     resolution: {integrity: sha512-OguPdidb+fbHQSU4Q4ZiLKnzWo8Wwsf5bZfbvu7//a9oTYoqD/fWpe96NuHkoS9h0ccGOTe0C4NGXdtS0iObOw==}
 
+  hast-util-to-jsx-runtime@2.3.6:
+    resolution: {integrity: sha512-zl6s8LwNyo1P9uw+XJGvZtdFF1GdAkOg8ujOw+4Pyb76874fLps4ueHXDhXWdk6YHQ6OgUtinliG7RsYvCbbBg==}
+
   hast-util-to-parse5@8.0.0:
     resolution: {integrity: sha512-3KKrV5ZVI8if87DVSi1vDeByYrkGzg4mEfeu4alwgmmIeARiBLKCZS2uw5Gb6nU9x9Yufyj3iudm6i7nl52PFw==}
 
@@ -3096,6 +3164,9 @@ packages:
   html-escaper@3.0.3:
     resolution: {integrity: sha512-RuMffC89BOWQoY0WKGpIhn5gX3iI54O6nRA0yC124NYVtzjmFWBIiFd8M0x+ZdX0P9R4lADg1mgP8C7PxGOWuQ==}
 
+  html-url-attributes@3.0.1:
+    resolution: {integrity: sha512-ol6UPyBWqsrO6EJySPz2O7ZSr856WDrEzM5zMqp+FJJLGMW35cLYmmZnl0vztAZxRUoNZJFTCohfjuIJ8I4QBQ==}
+
   html-void-elements@3.0.0:
     resolution: {integrity: sha512-bEqo66MRXsUGxWHV5IP0PUiAWwoEjba4VCzg0LjFJBpchPaTfyfCKTG6bc5F8ucKec3q5y6qOdGyYTSBEvhCrg==}
 
@@ -3127,6 +3198,9 @@ packages:
   inherits@2.0.4:
     resolution: {integrity: sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ==}
 
+  inline-style-parser@0.2.4:
+    resolution: {integrity: sha512-0aO8FkhNZlj/ZIbNi7Lxxr12obT7cL1moPfE4tg1LkX7LlLfC6DeX4l2ZEud1ukP9jNQyNnfzQVqwbwmAATY4Q==}
+
   iron-webcrypto@1.2.1:
     resolution: {integrity: sha512-feOM6FaSr6rEABp/eDfVseKyTMDt+KGpeB35SkVn9Tyn0CqvVsY3EwI0v5i8nMHyJnzCIQf7nsy3p41TPkJZhg==}
 
@@ -3134,9 +3208,18 @@ packages:
     resolution: {integrity: sha512-/51/TKE88Lmm7Gc4/8btclNXWS+g50wXhYJq8HWIBAGUBnoAdRu1aXeh364t/O7wXDAcTJDP8PNuNKWUDWie+A==}
     engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
 
+  is-alphabetical@2.0.1:
+    resolution: {integrity: sha512-FWyyY60MeTNyeSRpkM2Iry0G9hpr7/9kD40mD/cGQEuilcZYS4okz8SN2Q6rLCJ8gbCt6fN+rC+6tMGS99LaxQ==}
+
+  is-alphanumerical@2.0.1:
+    resolution: {integrity: sha512-hmbYhX/9MUMF5uh7tOXyK/n0ZvWpad5caBA17GsC6vyuCqaWliRG5K1qS9inmUhEMaOBIW7/whAnSwveW/LtZw==}
+
   is-arrayish@0.3.2:
     resolution: {integrity: sha512-eVRqCvVlZbuw3GrM63ovNSNAeA1K16kaR/LRY/92w0zxQ5/1YzwblUX652i4Xs9RwAGjW9d9y6X88t8OaAJfWQ==}
 
+  is-decimal@2.0.1:
+    resolution: {integrity: sha512-AAB9hiomQs5DXWcRB1rqsxGUstbRroFOPPVAomNk/3XHR5JyEZChOyTWe2oayKnsSsr/kcGqF+z6yuH6HHpN0A==}
+
   is-docker@3.0.0:
     resolution: {integrity: sha512-eljcgEDlEns/7AXFosB5K/2nCM4P7FQPkGc/DWLy5rmFEWvZayGrik1d9/QIY5nJ4f9YsVvBkA6kJpHn9rISdQ==}
     engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
@@ -3158,6 +3241,9 @@ packages:
     resolution: {integrity: sha512-xelSayHH36ZgE7ZWhli7pW34hNbNl8Ojv5KVmkJD4hBdD3th8Tfk9vYasLM+mXWOZhFkgZfxhLSnrwRr4elSSg==}
     engines: {node: '>=0.10.0'}
 
+  is-hexadecimal@2.0.1:
+    resolution: {integrity: sha512-DgZQp241c8oO6cA1SbTEWiXeoxV42vlcJxgH+B3hi1AiqqKruZR3ZGF8In3fj4+/y/7rHvlOZLZtgJ/4ttYGZg==}
+
   is-inside-container@1.0.0:
     resolution: {integrity: sha512-KIYLCCJghfHZxqjYBE7rEy0OBuTd5xCHS7tHVgvCLkx7StIoaxwNW3hCALgEUjFfeRk+MG/Qxmp/vtETEF3tRA==}
     engines: {node: '>=14.16'}
@@ -3224,14 +3310,13 @@ packages:
     engines: {node: '>=6'}
     hasBin: true
 
-  jsondiffpatch@0.6.0:
-    resolution: {integrity: sha512-3QItJOXp2AP1uv7waBkao5nCvhEv+QmJAd38Ybq7wNI74Q+BBmnLn4EDKz6yI9xGAIQoUF87qHt+kc1IVxB4zQ==}
-    engines: {node: ^18.0.0 || >=20.0.0}
-    hasBin: true
-
   jsonfile@6.1.0:
     resolution: {integrity: sha512-5dgndWOriYSm5cnYaJNhalLNDKOqFwyDB/rr1E9ZsGciGvKPs8R2xYGCacuf3z6K1YKDz182fd+fY3cn3pMqXQ==}
 
+  katex@0.16.22:
+    resolution: {integrity: sha512-XCHRdUw4lf3SKBaJe4EvgqIuWwkPSo9XoeO8GjQW94Bp7TWv9hNhzZjZ+OH9yf1UmLygb7DIT5GSFQiyt16zYg==}
+    hasBin: true
+
   kind-of@6.0.3:
     resolution: {integrity: sha512-dcS1ul+9tmeD95T+x28/ehLgd9mENa3LsvDTtzm3vyBEO7RPptvAD+t44WVXaUjTBRcrpFeFlC8WCruUR456hw==}
     engines: {node: '>=0.10.0'}
@@ -3486,6 +3571,18 @@ packages:
   mdast-util-gfm@3.1.0:
     resolution: {integrity: sha512-0ulfdQOM3ysHhCJ1p06l0b0VKlhU0wuQs3thxZQagjcjPrlFRqY215uZGHHJan9GEAXd9MbfPjFJz+qMkVR6zQ==}
 
+  mdast-util-math@3.0.0:
+    resolution: {integrity: sha512-Tl9GBNeG/AhJnQM221bJR2HPvLOSnLE/T9cJI9tlc6zwQk2nPk/4f0cHkOdEixQPC/j8UtKDdITswvLAy1OZ1w==}
+
+  mdast-util-mdx-expression@2.0.1:
+    resolution: {integrity: sha512-J6f+9hUp+ldTZqKRSg7Vw5V6MqjATc+3E4gf3CFNcuZNWD8XdyI6zQ8GqH7f8169MM6P7hMBRDVGnn7oHB9kXQ==}
+
+  mdast-util-mdx-jsx@3.2.0:
+    resolution: {integrity: sha512-lj/z8v0r6ZtsN/cGNNtemmmfoLAFZnjMbNyLzBafjzikOM+glrjNHPlf6lQDOTccj9n5b0PPihEBbhneMyGs1Q==}
+
+  mdast-util-mdxjs-esm@2.0.1:
+    resolution: {integrity: sha512-EcmOpxsZ96CvlP03NghtH1EsLtr0n9Tm4lPUJUBccV9RwUOneqSycg19n5HGzCf+10LozMRSObtVr3ee1WoHtg==}
+
   mdast-util-phrasing@4.1.0:
     resolution: {integrity: sha512-TqICwyvJJpBwvGAMZjj4J2n0X8QWp21b9l0o7eXyVJ25YNWYbJDVIyD1bZXE6WtV6RmKJVYmQAKWa0zWOABz2w==}
 
@@ -3535,6 +3632,9 @@ packages:
   micromark-extension-gfm@3.0.0:
     resolution: {integrity: sha512-vsKArQsicm7t0z2GugkCKtZehqUm31oeGBV/KVSorWSy8ZlNAv7ytjFhvaryUiCUJYqs+NoE6AFhpQvBTM6Q4w==}
 
+  micromark-extension-math@3.1.0:
+    resolution: {integrity: sha512-lvEqd+fHjATVs+2v/8kg9i5Q0AP2k85H0WUOwpIVvUML8BapsMvh1XAogmQjOCsLpoKRCVQqEkQBB3NhVBcsOg==}
+
   micromark-factory-destination@2.0.1:
     resolution: {integrity: sha512-Xe6rDdJlkmbFRExpTOmRj9N3MaWmbAgdpSrBQvCFqhezUn4AHqJHbaEnfbVYYiexVSs//tqOdY/DxhjdCiJnIA==}
 
@@ -3776,6 +3876,9 @@ packages:
   parse-css-color@0.2.1:
     resolution: {integrity: sha512-bwS/GGIFV3b6KS4uwpzCFj4w297Yl3uqnSgIPsoQkx7GMLROXfMnWvxfNkL0oh8HVhZA4hvJoEoEIqonfJ3BWg==}
 
+  parse-entities@4.0.2:
+    resolution: {integrity: sha512-GG2AQYWoLgL877gQIKeRPGO1xF9+eG1ujIb5soS5gPvLQ1y2o8FL90w2QWNdf9I361Mpp7726c+lj3U0qK1uGw==}
+
   parse-latin@7.0.0:
     resolution: {integrity: sha512-mhHgobPPua5kZ98EF4HWiH167JWBfl4pvAIXXdbaVohtK7a6YBOy56kvhCqduqyo/f3yrHFWmqmiMg/BkBkYYQ==}
 
@@ -4065,6 +4168,12 @@ packages:
   react-is@16.13.1:
     resolution: {integrity: sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==}
 
+  react-markdown@10.1.0:
+    resolution: {integrity: sha512-qKxVopLT/TyA6BX3Ue5NwabOsAzm0Q7kAPwq6L+wWDwisYs7R8vZ0nRXqq6rkueboxpkjvLGU9fWifiX/ZZFxQ==}
+    peerDependencies:
+      '@types/react': '>=18'
+      react: '>=18'
+
   react-refresh@0.17.0:
     resolution: {integrity: sha512-z6F7K9bV85EfseRCp2bzrpyQ0Gkw1uLoCel9XBVWPg/TjRj94SkJzUTGfOa4bs7iJvBWtQG0Wq7wnI0syw3EBQ==}
     engines: {node: '>=0.10.0'}
@@ -4137,6 +4246,9 @@ packages:
   rehype-external-links@3.0.0:
     resolution: {integrity: sha512-yp+e5N9V3C6bwBeAC4n796kc86M4gJCdlVhiMTxIrJG5UHDMh+PJANf9heqORJbt1nrCbDwIlAZKjANIaVBbvw==}
 
+  rehype-katex@7.0.1:
+    resolution: {integrity: sha512-OiM2wrZ/wuhKkigASodFoo8wimG3H12LWQaH8qSPVJn9apWKFSH3YOCtbKpBorTVw/eI7cuT21XBbvwEswbIOA==}
+
   rehype-parse@9.0.1:
     resolution: {integrity: sha512-ksCzCD0Fgfh7trPDxr2rSylbwq9iYDkSn8TCDmEJ49ljEUBxDVCzCHv7QNzZOfODanX4+bWQ4WZqLCRWYLfhag==}
 
@@ -4152,6 +4264,9 @@ packages:
   remark-gfm@4.0.1:
     resolution: {integrity: sha512-1quofZ2RQ9EWdeN34S79+KExV1764+wCUGop5CPL1WGdD0ocPpu91lzPGbwWMECpEpd42kJGQwzRfyov9j4yNg==}
 
+  remark-math@6.0.0:
+    resolution: {integrity: sha512-MMqgnP74Igy+S3WwnhQ7kqGlEerTETXMvJhrUzDikVZ2/uogJCb+WHUg97hK9/jcfc0dkD73s3LN8zU49cTEtA==}
+
   remark-parse@11.0.0:
     resolution: {integrity: sha512-FCxlKLNGknS5ba/1lmpYijMUzX2esxW5xQqjWxw2eHFfS2MSdaHVINFmhjo+qN1WhZhNimq0dZATN9pH0IDrpA==}
 
@@ -4354,6 +4469,12 @@ packages:
     resolution: {integrity: sha512-k55yxKHwaXnpYGsOzg4Vl8+tDrWylxDEpknGjhTiZB8dFRU5rTo9CAzeycivxV3s+zlTKwrs6WxMxR95n26kwg==}
     engines: {node: '>=0.10.0'}
 
+  style-to-js@1.1.17:
+    resolution: {integrity: sha512-xQcBGDxJb6jjFCTzvQtfiPn6YvvP2O8U1MDIPNfJQlWMYfktPy+iGsHE7cssjs7y84d9fQaK4UF3RIJaAHSoYA==}
+
+  style-to-object@1.0.9:
+    resolution: {integrity: sha512-G4qppLgKu/k6FwRpHiGiKPaPTFcG3g4wNVX/Qsfu+RqQM30E7Tyu/TEgxcL9PNLF5pdRLwQdE3YKKf+KF2Dzlw==}
+
   sucrase@3.35.0:
     resolution: {integrity: sha512-8EbVDiu9iN/nESwxeSxDKe0dunta1GOlHufmSSXxMD2z2/tMZpDMpvXQGsc+ajGo8y2uYUmixaSRUc/QPoQ0GA==}
     engines: {node: '>=16 || 14 >=14.17'}
@@ -4362,8 +4483,8 @@ packages:
   suf-log@2.5.3:
     resolution: {integrity: sha512-KvC8OPjzdNOe+xQ4XWJV2whQA0aM1kGVczMQ8+dStAO6KfEB140JEVQ9dE76ONZ0/Ylf67ni4tILPJB41U0eow==}
 
-  swr@2.3.3:
-    resolution: {integrity: sha512-dshNvs3ExOqtZ6kJBaAsabhPdHyeY4P2cKwRCniDVifBMoG/SVI7tfLWqPXriVspf2Rg4tPzXJTnwaihIeFw2A==}
+  swr@2.3.5:
+    resolution: {integrity: sha512-4e7pjTVulZTIL+b/S0RYFsgDcTcXPLUOvBPqyh9YdD+PkHeEMoaPwDmF9Kv6I1nnPg1OFKhiiEYpsYaaE2W2jA==}
     peerDependencies:
       react: ^16.11.0 || ^17.0.0 || ^18.0.0 || ^19.0.0
 
@@ -4830,6 +4951,9 @@ packages:
   zod@3.24.4:
     resolution: {integrity: sha512-OdqJE9UDRPwWsrHjLN2F8bPxvwJBK22EHLWtanu0LSYr5YqzsaaW3RMgmjwr8Rypg5k+meEJdSPXJZXE/yqOMg==}
 
+  zod@4.0.17:
+    resolution: {integrity: sha512-1PHjlYRevNxxdy2JZ8JcNAw7rX8V9P1AKkP+x/xZfxB0K5FYfuV+Ug6P/6NVSR2jHQ+FzDDoDHS04nYUsOIyLQ==}
+
   zustand@4.5.6:
     resolution: {integrity: sha512-ibr/n1hBzLLj5Y+yUcU7dYw8p6WnIVzdJbnX+1YpaScvZVF2ziugqHs+LAmHw4lWO9c/zRj+K1ncgWDQuthEdQ==}
     engines: {node: '>=12.7.0'}
@@ -4868,39 +4992,50 @@ packages:
 
 snapshots:
 
-  '@ai-sdk/google@1.2.18(zod@3.24.4)':
+  '@ai-sdk/gateway@1.0.0-beta.19(zod@4.0.17)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0-beta.2
+      '@ai-sdk/provider-utils': 3.0.0-beta.10(zod@4.0.17)
+      zod: 4.0.17
+
+  '@ai-sdk/google@1.2.18(zod@4.0.17)':
     dependencies:
       '@ai-sdk/provider': 1.1.3
-      '@ai-sdk/provider-utils': 2.2.8(zod@3.24.4)
-      zod: 3.24.4
+      '@ai-sdk/provider-utils': 2.2.8(zod@4.0.17)
+      zod: 4.0.17
 
-  '@ai-sdk/provider-utils@2.2.8(zod@3.24.4)':
+  '@ai-sdk/provider-utils@2.2.8(zod@4.0.17)':
     dependencies:
       '@ai-sdk/provider': 1.1.3
       nanoid: 3.3.11
       secure-json-parse: 2.7.0
-      zod: 3.24.4
+      zod: 4.0.17
+
+  '@ai-sdk/provider-utils@3.0.0-beta.10(zod@4.0.17)':
+    dependencies:
+      '@ai-sdk/provider': 2.0.0-beta.2
+      '@standard-schema/spec': 1.0.0
+      eventsource-parser: 3.0.3
+      zod: 4.0.17
+      zod-to-json-schema: 3.24.5(zod@4.0.17)
 
   '@ai-sdk/provider@1.1.3':
     dependencies:
       json-schema: 0.4.0
 
-  '@ai-sdk/react@1.2.12(react@19.1.0)(zod@3.24.4)':
+  '@ai-sdk/provider@2.0.0-beta.2':
     dependencies:
-      '@ai-sdk/provider-utils': 2.2.8(zod@3.24.4)
-      '@ai-sdk/ui-utils': 1.2.11(zod@3.24.4)
+      json-schema: 0.4.0
+
+  '@ai-sdk/react@2.0.0-beta.34(react@19.1.0)(zod@4.0.17)':
+    dependencies:
+      '@ai-sdk/provider-utils': 3.0.0-beta.10(zod@4.0.17)
+      ai: 5.0.0-beta.34(zod@4.0.17)
       react: 19.1.0
-      swr: 2.3.3(react@19.1.0)
+      swr: 2.3.5(react@19.1.0)
       throttleit: 2.1.0
     optionalDependencies:
-      zod: 3.24.4
-
-  '@ai-sdk/ui-utils@1.2.11(zod@3.24.4)':
-    dependencies:
-      '@ai-sdk/provider': 1.1.3
-      '@ai-sdk/provider-utils': 2.2.8(zod@3.24.4)
-      zod: 3.24.4
-      zod-to-json-schema: 3.24.5(zod@3.24.4)
+      zod: 4.0.17
 
   '@alloc/quick-lru@5.2.0': {}
 
@@ -6377,6 +6512,13 @@ snapshots:
       '@types/hast': 3.0.4
       hast-util-to-html: 9.0.5
 
+  '@shikijs/core@3.9.2':
+    dependencies:
+      '@shikijs/types': 3.9.2
+      '@shikijs/vscode-textmate': 10.0.2
+      '@types/hast': 3.0.4
+      hast-util-to-html: 9.0.5
+
   '@shikijs/engine-javascript@3.4.2':
     dependencies:
       '@shikijs/types': 3.4.2
@@ -6396,11 +6538,21 @@ snapshots:
     dependencies:
       '@shikijs/types': 3.4.2
 
+  '@shikijs/transformers@3.9.2':
+    dependencies:
+      '@shikijs/core': 3.9.2
+      '@shikijs/types': 3.9.2
+
   '@shikijs/types@3.4.2':
     dependencies:
       '@shikijs/vscode-textmate': 10.0.2
       '@types/hast': 3.0.4
 
+  '@shikijs/types@3.9.2':
+    dependencies:
+      '@shikijs/vscode-textmate': 10.0.2
+      '@types/hast': 3.0.4
+
   '@shikijs/vscode-textmate@10.0.2': {}
 
   '@shuding/opentype.js@1.4.0-beta.0':
@@ -6408,6 +6560,8 @@ snapshots:
       fflate: 0.7.4
       string.prototype.codepointat: 0.2.1
 
+  '@standard-schema/spec@1.0.0': {}
+
   '@swc/helpers@0.5.17':
     dependencies:
       tslib: 2.8.1
@@ -6686,10 +6840,12 @@ snapshots:
     dependencies:
       '@types/ms': 2.1.0
 
-  '@types/diff-match-patch@1.0.36': {}
-
   '@types/dom-to-image@2.6.7': {}
 
+  '@types/estree-jsx@1.0.5':
+    dependencies:
+      '@types/estree': 1.0.7
+
   '@types/estree@1.0.7': {}
 
   '@types/fontkit@2.0.8':
@@ -6702,6 +6858,8 @@ snapshots:
 
   '@types/js-cookie@3.0.6': {}
 
+  '@types/katex@0.16.7': {}
+
   '@types/linkify-it@3.0.5': {}
 
   '@types/linkify-it@5.0.0': {}
@@ -6775,6 +6933,8 @@ snapshots:
 
   '@types/turndown@5.0.5': {}
 
+  '@types/unist@2.0.11': {}
+
   '@types/unist@3.0.3': {}
 
   '@types/use-sync-external-store@0.0.6': {}
@@ -6823,17 +6983,13 @@ snapshots:
     dependencies:
       humanize-ms: 1.2.1
 
-  ai@4.3.16(react@19.1.0)(zod@3.24.4):
+  ai@5.0.0-beta.34(zod@4.0.17):
     dependencies:
-      '@ai-sdk/provider': 1.1.3
-      '@ai-sdk/provider-utils': 2.2.8(zod@3.24.4)
-      '@ai-sdk/react': 1.2.12(react@19.1.0)(zod@3.24.4)
-      '@ai-sdk/ui-utils': 1.2.11(zod@3.24.4)
+      '@ai-sdk/gateway': 1.0.0-beta.19(zod@4.0.17)
+      '@ai-sdk/provider': 2.0.0-beta.2
+      '@ai-sdk/provider-utils': 3.0.0-beta.10(zod@4.0.17)
       '@opentelemetry/api': 1.9.0
-      jsondiffpatch: 0.6.0
-      zod: 3.24.4
-    optionalDependencies:
-      react: 19.1.0
+      zod: 4.0.17
 
   ansi-align@3.0.1:
     dependencies:
@@ -7053,6 +7209,8 @@ snapshots:
 
   character-entities@2.0.2: {}
 
+  character-reference-invalid@2.0.1: {}
+
   chokidar@4.0.3:
     dependencies:
       readdirp: 4.1.2
@@ -7097,6 +7255,8 @@ snapshots:
 
   commander@4.1.1: {}
 
+  commander@8.3.0: {}
+
   common-ancestor-path@1.0.1: {}
 
   commondir@1.0.1: {}
@@ -7236,8 +7396,6 @@ snapshots:
 
   dfa@1.2.0: {}
 
-  diff-match-patch@1.0.5: {}
-
   diff@5.2.0: {}
 
   dir-glob@3.0.1:
@@ -7360,6 +7518,8 @@ snapshots:
 
   esprima@4.0.1: {}
 
+  estree-util-is-identifier-name@3.0.0: {}
+
   estree-walker@2.0.2: {}
 
   estree-walker@3.0.3:
@@ -7372,6 +7532,8 @@ snapshots:
 
   eventemitter3@5.0.1: {}
 
+  eventsource-parser@3.0.3: {}
+
   extend-shallow@2.0.1:
     dependencies:
       is-extendable: 0.1.1
@@ -7576,6 +7738,19 @@ snapshots:
     dependencies:
       function-bind: 1.1.2
 
+  hast-util-from-dom@5.0.1:
+    dependencies:
+      '@types/hast': 3.0.4
+      hastscript: 9.0.1
+      web-namespaces: 2.0.1
+
+  hast-util-from-html-isomorphic@2.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      hast-util-from-dom: 5.0.1
+      hast-util-from-html: 2.0.3
+      unist-util-remove-position: 5.0.0
+
   hast-util-from-html@2.0.3:
     dependencies:
       '@types/hast': 3.0.4
@@ -7634,6 +7809,26 @@ snapshots:
       stringify-entities: 4.0.4
       zwitch: 2.0.4
 
+  hast-util-to-jsx-runtime@2.3.6:
+    dependencies:
+      '@types/estree': 1.0.7
+      '@types/hast': 3.0.4
+      '@types/unist': 3.0.3
+      comma-separated-tokens: 2.0.3
+      devlop: 1.1.0
+      estree-util-is-identifier-name: 3.0.0
+      hast-util-whitespace: 3.0.0
+      mdast-util-mdx-expression: 2.0.1
+      mdast-util-mdx-jsx: 3.2.0
+      mdast-util-mdxjs-esm: 2.0.1
+      property-information: 7.1.0
+      space-separated-tokens: 2.0.2
+      style-to-js: 1.1.17
+      unist-util-position: 5.0.0
+      vfile-message: 4.0.2
+    transitivePeerDependencies:
+      - supports-color
+
   hast-util-to-parse5@8.0.0:
     dependencies:
       '@types/hast': 3.0.4
@@ -7671,6 +7866,8 @@ snapshots:
 
   html-escaper@3.0.3: {}
 
+  html-url-attributes@3.0.1: {}
+
   html-void-elements@3.0.0: {}
 
   htmlparser2@8.0.2:
@@ -7702,12 +7899,23 @@ snapshots:
 
   inherits@2.0.4: {}
 
+  inline-style-parser@0.2.4: {}
+
   iron-webcrypto@1.2.1: {}
 
   is-absolute-url@4.0.1: {}
 
+  is-alphabetical@2.0.1: {}
+
+  is-alphanumerical@2.0.1:
+    dependencies:
+      is-alphabetical: 2.0.1
+      is-decimal: 2.0.1
+
   is-arrayish@0.3.2: {}
 
+  is-decimal@2.0.1: {}
+
   is-docker@3.0.0: {}
 
   is-extendable@0.1.1: {}
@@ -7720,6 +7928,8 @@ snapshots:
     dependencies:
       is-extglob: 2.1.1
 
+  is-hexadecimal@2.0.1: {}
+
   is-inside-container@1.0.0:
     dependencies:
       is-docker: 3.0.0
@@ -7767,18 +7977,16 @@ snapshots:
 
   json5@2.2.3: {}
 
-  jsondiffpatch@0.6.0:
-    dependencies:
-      '@types/diff-match-patch': 1.0.36
-      chalk: 5.4.1
-      diff-match-patch: 1.0.5
-
   jsonfile@6.1.0:
     dependencies:
       universalify: 2.0.1
     optionalDependencies:
       graceful-fs: 4.2.11
 
+  katex@0.16.22:
+    dependencies:
+      commander: 8.3.0
+
   kind-of@6.0.3: {}
 
   kleur@3.0.3: {}
@@ -8045,6 +8253,57 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  mdast-util-math@3.0.0:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      longest-streak: 3.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+      unist-util-remove-position: 5.0.0
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-mdx-expression@2.0.1:
+    dependencies:
+      '@types/estree-jsx': 1.0.5
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-mdx-jsx@3.2.0:
+    dependencies:
+      '@types/estree-jsx': 1.0.5
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      '@types/unist': 3.0.3
+      ccount: 2.0.1
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+      parse-entities: 4.0.2
+      stringify-entities: 4.0.4
+      unist-util-stringify-position: 4.0.0
+      vfile-message: 4.0.2
+    transitivePeerDependencies:
+      - supports-color
+
+  mdast-util-mdxjs-esm@2.0.1:
+    dependencies:
+      '@types/estree-jsx': 1.0.5
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      devlop: 1.1.0
+      mdast-util-from-markdown: 2.0.2
+      mdast-util-to-markdown: 2.1.2
+    transitivePeerDependencies:
+      - supports-color
+
   mdast-util-phrasing@4.1.0:
     dependencies:
       '@types/mdast': 4.0.4
@@ -8163,6 +8422,16 @@ snapshots:
       micromark-util-combine-extensions: 2.0.1
       micromark-util-types: 2.0.2
 
+  micromark-extension-math@3.1.0:
+    dependencies:
+      '@types/katex': 0.16.7
+      devlop: 1.1.0
+      katex: 0.16.22
+      micromark-factory-space: 2.0.1
+      micromark-util-character: 2.1.1
+      micromark-util-symbol: 2.0.1
+      micromark-util-types: 2.0.2
+
   micromark-factory-destination@2.0.1:
     dependencies:
       micromark-util-character: 2.1.1
@@ -8377,7 +8646,7 @@ snapshots:
       regex: 6.0.1
       regex-recursion: 6.0.2
 
-  openai@4.100.0(zod@3.24.4):
+  openai@4.100.0(zod@4.0.17):
     dependencies:
       '@types/node': 18.19.100
       '@types/node-fetch': 2.6.12
@@ -8387,7 +8656,7 @@ snapshots:
       formdata-node: 4.4.1
       node-fetch: 2.7.0
     optionalDependencies:
-      zod: 3.24.4
+      zod: 4.0.17
     transitivePeerDependencies:
       - encoding
 
@@ -8425,6 +8694,16 @@ snapshots:
       color-name: 1.1.4
       hex-rgb: 4.3.0
 
+  parse-entities@4.0.2:
+    dependencies:
+      '@types/unist': 2.0.11
+      character-entities-legacy: 3.0.0
+      character-reference-invalid: 2.0.1
+      decode-named-character-reference: 1.1.0
+      is-alphanumerical: 2.0.1
+      is-decimal: 2.0.1
+      is-hexadecimal: 2.0.1
+
   parse-latin@7.0.0:
     dependencies:
       '@types/nlcst': 2.0.3
@@ -8736,6 +9015,24 @@ snapshots:
 
   react-is@16.13.1: {}
 
+  react-markdown@10.1.0(@types/react@19.1.4)(react@19.1.0):
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/mdast': 4.0.4
+      '@types/react': 19.1.4
+      devlop: 1.1.0
+      hast-util-to-jsx-runtime: 2.3.6
+      html-url-attributes: 3.0.1
+      mdast-util-to-hast: 13.2.0
+      react: 19.1.0
+      remark-parse: 11.0.0
+      remark-rehype: 11.1.2
+      unified: 11.0.5
+      unist-util-visit: 5.0.0
+      vfile: 6.0.3
+    transitivePeerDependencies:
+      - supports-color
+
   react-refresh@0.17.0: {}
 
   react-remove-scroll-bar@2.3.8(@types/react@19.1.4)(react@19.1.0):
@@ -8809,6 +9106,16 @@ snapshots:
       space-separated-tokens: 2.0.2
       unist-util-visit: 5.0.0
 
+  rehype-katex@7.0.1:
+    dependencies:
+      '@types/hast': 3.0.4
+      '@types/katex': 0.16.7
+      hast-util-from-html-isomorphic: 2.0.0
+      hast-util-to-text: 4.0.2
+      katex: 0.16.22
+      unist-util-visit-parents: 6.0.1
+      vfile: 6.0.3
+
   rehype-parse@9.0.1:
     dependencies:
       '@types/hast': 3.0.4
@@ -8845,6 +9152,15 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  remark-math@6.0.0:
+    dependencies:
+      '@types/mdast': 4.0.4
+      mdast-util-math: 3.0.0
+      micromark-extension-math: 3.1.0
+      unified: 11.0.5
+    transitivePeerDependencies:
+      - supports-color
+
   remark-parse@11.0.0:
     dependencies:
       '@types/mdast': 4.0.4
@@ -9155,6 +9471,14 @@ snapshots:
     dependencies:
       escape-string-regexp: 1.0.5
 
+  style-to-js@1.1.17:
+    dependencies:
+      style-to-object: 1.0.9
+
+  style-to-object@1.0.9:
+    dependencies:
+      inline-style-parser: 0.2.4
+
   sucrase@3.35.0:
     dependencies:
       '@jridgewell/gen-mapping': 0.3.8
@@ -9169,7 +9493,7 @@ snapshots:
     dependencies:
       s.color: 0.0.15
 
-  swr@2.3.3(react@19.1.0):
+  swr@2.3.5(react@19.1.0):
     dependencies:
       dequal: 2.0.3
       react: 19.1.0
@@ -9547,6 +9871,10 @@ snapshots:
     dependencies:
       zod: 3.24.4
 
+  zod-to-json-schema@3.24.5(zod@4.0.17):
+    dependencies:
+      zod: 4.0.17
+
   zod-to-ts@1.2.0(typescript@5.8.3)(zod@3.24.4):
     dependencies:
       typescript: 5.8.3
@@ -9554,6 +9882,8 @@ snapshots:
 
   zod@3.24.4: {}
 
+  zod@4.0.17: {}
+
   zustand@4.5.6(@types/react@19.1.4)(react@19.1.0):
     dependencies:
       use-sync-external-store: 1.5.0(react@19.1.0)

public/roadmap-content/ai-engineer.json

@@ -1113,8 +1113,19 @@
   },
   "dLEg4IA3F5jgc44Bst9if": {
     "title": "Models on Hugging Face",
-    "description": "",
-    "links": []
+    "description": "Embedding models are used to convert raw data like text, code, or images into high-dimensional vectors that capture semantic meaning. These vector representations allow AI systems to compare, cluster, and retrieve information based on similarity rather than exact matches. Hugging Face provides a wide range of pretrained embedding models such as `all-MiniLM-L6-v2`, `gte-base`, `Qwen3-Embedding-8B` and `bge-base` which are commonly used for tasks like semantic search, recommendation systems, duplicate detection, and retrieval-augmented generation (RAG). These models can be accessed through libraries like transformers or sentence-transformers, making it easy to generate high-quality embeddings for both general-purpose and task-specific applications.\n\nLearn more from the following resources:",
+    "links": [
+      {
+        "title": "Hugging Face Embedding Models",
+        "url": "https://huggingface.co/models?pipeline_tag=feature-extraction",
+        "type": "article"
+      },
+      {
+        "title": "Hugging Face - Text embeddings & semantic search",
+        "url": "https://www.youtube.com/watch?v=OATCgQtNX2o",
+        "type": "video"
+      }
+    ]
   },
   "tt9u3oFlsjEMfPyojuqpc": {
     "title": "Vector Databases",

public/roadmap-content/angular.json

@@ -137,6 +137,11 @@
         "title": "Anatomy of a Component",
         "url": "https://angular.dev/guide/components",
         "type": "article"
+      },
+      {
+        "title": "Anatomy of a Component - Interactive Tutorial",
+        "url": "https://angular.dev/tutorials/learn-angular/1-components-in-angular",
+        "type": "article"
       }
     ]
   },

public/roadmap-content/aws.json

@@ -725,7 +725,7 @@
   },
   "2vQPmVNk1QpMM-15RKG8b": {
     "title": "Metrics",
-    "description": "In Amazon CloudWatch, **metrics** are fundamental concepts that you work with. A metric is the fundamental concept in CloudWatch and represents a time-ordered set of data points that are published to CloudWatch. Think of a metric as a variable to monitor, and the data points as representing the values of that variable over time. Metrics are uniquely defined by a name, a namespace, and zero or more dimensions up to 30 dimensions per metric. Every data point must have a timestamp. You can retrieve statistics about those data points as an ordered set of time-series data. CloudWatch provides metrics for every serviece in AWS.\n\nLearn more from the following resources:",
+    "description": "In Amazon CloudWatch, **metrics** are fundamental concepts that you work with. A metric is the fundamental concept in CloudWatch and represents a time-ordered set of data points that are published to CloudWatch. Think of a metric as a variable to monitor, and the data points as representing the values of that variable over time. Metrics are uniquely defined by a name, a namespace, and zero or more dimensions up to 30 dimensions per metric. Every data point must have a timestamp. You can retrieve statistics about those data points as an ordered set of time-series data. CloudWatch provides metrics for every service in AWS.\n\nLearn more from the following resources:",
     "links": [
       {
         "title": "CloudWatch Metrics",

public/roadmap-content/blockchain.json

@@ -2833,11 +2833,6 @@
         "url": "https://chain.link/education-hub/blockchain",
         "type": "article"
       },
-      {
-        "title": "What Is The Blockchain And Why Does It Matter?",
-        "url": "https://www.forbes.com/sites/theyec/2020/05/18/what-is-the-blockchain-and-why-does-it-matter/",
-        "type": "article"
-      },
       {
         "title": "Web3/Crypto: Why Bother?",
         "url": "https://continuations.com/post/671863718643105792/web3crypto-why-bother",

public/roadmap-content/cyber-security.json

@@ -4,7 +4,7 @@
     "description": "Fundamental IT skills form the backbone of cybersecurity proficiency and encompass a broad range of technical knowledge. These skills include understanding computer hardware and software, networking concepts, and operating systems (particularly Windows and Linux). Proficiency in at least one programming language, such as Python or JavaScript, is increasingly important for automation and scripting tasks. Database management, including SQL, is crucial for handling and securing data. Knowledge of cloud computing platforms like AWS or Azure is becoming essential as organizations migrate to cloud environments. Familiarity with basic cybersecurity concepts such as encryption, access control, and common attack vectors provides a foundation for more advanced security work. Additionally, troubleshooting skills, the ability to interpret logs, and a basic understanding of web technologies are vital. These fundamental IT skills enable cybersecurity professionals to effectively protect systems, identify vulnerabilities, and respond to incidents in increasingly complex technological landscapes.\n\nLearn more from the following resources:",
     "links": [
       {
-        "title": "7 In-Demand IT Skills to Boost Your Resume in 2025",
+        "title": "8 In-Demand IT Skills to Boost Your Resume in 2025",
         "url": "https://www.coursera.org/articles/key-it-skills-for-your-career",
         "type": "article"
       },
@@ -342,6 +342,11 @@
         "url": "https://www.comptia.org/certifications/linux",
         "type": "article"
       },
+      {
+        "title": "CompTIA Linux+ Certification Training Labs",
+        "url": "https://github.com/labex-labs/comptia-linux-plus-training-labs",
+        "type": "article"
+      },
       {
         "title": "Linux+ Exam Prep",
         "url": "https://www.youtube.com/watch?v=niPWk7tgD2Q&list=PL78ppT-_wOmuwT9idLvuoKOn6UYurFKCp",

public/roadmap-content/design-system.json

@@ -246,7 +246,12 @@
     "links": [
       {
         "title": "Design Systems: Pilots & Scorecards",
-        "url": "https://superfriendly.com/design-systems/articles/design-systems-pilots-scorecards/",
+        "url": "https://danmall.com/posts/design-systems-pilots-scorecards/",
+        "type": "article"
+      },
+      {
+        "title": "How to run a design system pilot",
+        "url": "https://university.obvious.in/product-design/design-system/how-to-run-a-design-system-pilot",
         "type": "article"
       }
     ]

public/roadmap-content/devops.json

@@ -570,8 +570,8 @@
         "type": "article"
       },
       {
-        "title": "Vim Adventures",
-        "url": "https://vim-adventures.com/",
+        "title": "Practical Vim 2nd Edition",
+        "url": "https://dokumen.pub/practical-vim-2nd-edition-2nd-edition-9781680501278.html",
         "type": "article"
       },
       {

public/roadmap-content/docker.json

@@ -153,6 +153,11 @@
         "title": "Underlying Technologies - Medium",
         "url": "https://medium.com/@furkan.turkal/how-does-docker-actually-work-the-hard-way-a-technical-deep-diving-c5b8ea2f0422",
         "type": "article"
+      },
+      {
+        "title": "Containers - Namespaces, Cgroups and Overlay Filesystem",
+        "url": "https://www.youtube.com/watch?v=wJdDWc6zO4U",
+        "type": "video"
       }
     ]
   },
@@ -378,22 +383,6 @@
       }
     ]
   },
-  "HlTxLqKNFMhghtKF6AcWu": {
-    "title": "Interactive Test Environments",
-    "description": "Docker allows you to create isolated, disposable environments that can be deleted once you're done with testing. This makes it much easier to work with third party software, test different dependencies or versions, and quickly experiment without the risk of damaging your local setup.\n\nVisit the following resources to learn more:",
-    "links": [
-      {
-        "title": "Launch a Dev Environment",
-        "url": "https://docs.docker.com/desktop/dev-environments/create-dev-env/",
-        "type": "article"
-      },
-      {
-        "title": "Test Environments - Medium",
-        "url": "https://manishsaini74.medium.com/containerized-testing-orchestrating-test-environments-with-docker-5201bfadfdf2",
-        "type": "article"
-      }
-    ]
-  },
   "YzpB7rgSR4ueQRLa0bRWa": {
     "title": "Command Line Utilities",
     "description": "Docker images can include command line utilities or standalone applications that we can run inside containers.\n\nVisit the following resources to learn more:",

public/roadmap-content/engineering-manager.json

@@ -568,11 +568,6 @@
     "description": "The role of an Engineering Manager extends to external collaboration as well. Here, they often serve the role of liaising with external teams, vendors, or partners, aligning goals and ensuring smooth communication flow. The key responsibilities include managing relationships, understanding the partner ecosystem, and negotiating win-win situations.\n\nEngineering Managers face challenges like cultural differences, communication hurdles, or time zone disparities. They address these by building reliability through regular updates, clear agendas, and understanding each other's work culture.\n\nTo succeed, Engineering Managers need good interpersonal skills, a keen eye for future opportunities, and the ability to adapt quickly. An understanding of business and sales, alongside engineering knowledge, can be advantageous too. This role needs balance - drive details when necessary and step back and delegate when appropriate.",
     "links": []
   },
-  "TQY4hjo56rDdlbzjs_-nl": {
-    "title": "Competitive Analysis",
-    "description": "An Engineering Manager uses competitive analysis to understand market trends and competitor strategies. This aids in decision-making and strategic planning. Their key responsibilities include identifying key competitors, analyzing their products, sales, and marketing strategies.\n\nChallenges may arise from having incomplete or inaccurate data. In these cases, Engineering Managers have to rely on their judgement and experience. Their analysis should be unbiased and as accurate as possible to influence the right design and development strategies.\n\nSuccessful competitive analysis requires strong analytical skills, keen attention to detail, and the ability to understand complex market dynamics. Managers must stay updated on market trend, technological advancements and be able to distinguish their company's unique selling proposition. This will allow them to plan steps to maintain competitiveness in the market.",
-    "links": []
-  },
   "QUxpEK8smXRBs2gMdDInB": {
     "title": "Legacy System Retirement",
     "description": "Every Engineering Manager knows the value and hurdles of legacy system retirement. They must plan and manage this complex task with a keen understanding of the system's purpose, its interdependencies, and potential risks of its retirement. Key responsibilities include assessing the impact on users, mitigating downtime, and ensuring business continuity.\n\nChallenges often arise from lack of documentation or knowledge about the legacy system. To overcome this, they could organize knowledge-sharing sessions with long-standing team members, assessing external help, or gradual transition methods.\n\nThe successful retirement of a legacy system requires a comprehensive approach, good interpersonal skills for team collaboration, and strong decision-making skills. An Engineering Manager has to balance the system’s business value against the cost and risk of maintaining it.",

public/roadmap-content/flutter.json

@@ -926,21 +926,10 @@
       }
     ]
   },
-  "4ZbGj54WR5iuk0V8X_cpL": {
+  "remote-config@4ZbGj54WR5iuk0V8X_cpL.md": {
     "title": "Remote Config",
-    "description": "Firebase Remote Config, accessed in Flutter via the `firebase_remote_config` plugin, enables dynamic app behavior and appearance changes without app updates. This involves adding the plugin, initializing the service, defining default parameter values in the console or code, fetching and retrieving remote parameters, and updating those parameters either through the console or by activating fetched values, allowing for A/B testing and feature control.\n\nLearn more from the following:",
-    "links": [
-      {
-        "title": "Remote Config",
-        "url": "https://firebase.google.com/docs/remote-config",
-        "type": "article"
-      },
-      {
-        "title": "Firebase Remote Config",
-        "url": "https://www.youtube.com/watch?v=34ExOdNEMXI",
-        "type": "video"
-      }
-    ]
+    "description": "",
+    "links": []
   },
   "bVeHBEoR_4kfPsEHmVYbp": {
     "title": "Cloud Functions",
@@ -1933,4 +1922,4 @@
       }
     ]
   }
-}
+}

public/roadmap-content/frontend.json

@@ -878,11 +878,6 @@
         "url": "https://svelte.dev/",
         "type": "article"
       },
-      {
-        "title": "All About Svelte, the Much-Loved, State-Driven Web Framework",
-        "url": "https://thenewstack.io/all-about-svelte-the-much-loved-state-driven-web-framework/",
-        "type": "article"
-      },
       {
         "title": "Svelte and the Future of Frontend Development",
         "url": "https://thenewstack.io/svelte-and-the-future-of-front-end-development/",

public/roadmap-content/full-stack.json

@@ -448,7 +448,7 @@
   },
   "SHTSvMDqI7X1_ZT7-m--n": {
     "title": "Linux Basics",
-    "description": "Knowledge of UNIX is a must for almost all kind of development as most of the codes that you write is most likely going to be finally deployed on a UNIX/Linux machine. Linux has been the backbone of the free and open source software movement, providing a simple and elegant operating system for almost all your needs.\n\nVisit the following resources to learn more:",
+    "description": "Knowledge of UNIX is a must for almost all kind of development as most of the code that you write is most likely going to be finally deployed on a UNIX/Linux machine. Linux has been the backbone of the free and open source software movement, providing a simple and elegant operating system for almost all your needs.\n\nVisit the following resources to learn more:",
     "links": [
       {
         "title": "Coursera - Unix Courses",

public/roadmap-content/graphql.json

@@ -215,7 +215,7 @@
     "links": [
       {
         "title": "Guide to Multiple fields in mutations",
-        "url": "https://graphql.org/learn/queries/#multiple-fields-in-mutations",
+        "url": "https://graphql.org/learn/mutations/#multiple-fields-in-mutations",
         "type": "article"
       }
     ]

public/roadmap-content/java.json

@@ -305,11 +305,6 @@
     "title": "Method Chaining",
     "description": "Method chaining is a programming technique where multiple method calls are made sequentially on the same object, one after another, in a single statement. Each method in the chain returns an object, allowing the next method to be called on that returned object. This approach enhances code readability and conciseness by reducing the need for temporary variables and intermediate steps.\n\nVisit the following resources to learn more:",
     "links": [
-      {
-        "title": "Java Method Chaining - Java Explained",
-        "url": "https://bito.ai/resources/java-method-chaining-java-explained",
-        "type": "article"
-      },
       {
         "title": "How to achieve method chaining in Java",
         "url": "https://stackoverflow.com/questions/21180269/how-to-achieve-method-chaining-in-java",

public/roadmap-content/linux.json

@@ -1014,7 +1014,7 @@
   },
   "5anSYRhaKIs3dCLWlvZfT": {
     "title": "Process Priorities",
-    "description": "Linux assigns priority levels to processes, affecting execution timing and resource allocation. Process priorities use \"nice\" values ranging from -20 (highest priority) to +19 (lowest priority) and only root can set negative nive value. The `/proc` filesystem contains process information including priorities. You can view priorities with `ps -eo pid,pri,user,comm` and modify them using `renice` command.\n\nVisit the following resource to learn more:",
+    "description": "Linux assigns priority levels to processes, affecting execution timing and resource allocation. Process priorities use \"nice\" values ranging from -20 (highest priority) to +19 (lowest priority) and only root can set negative nice value. The `/proc` filesystem contains process information including priorities. You can view priorities with `ps -eo pid,pri,user,comm` and modify them using `renice` command.\n\nVisit the following resource to learn more:",
     "links": [
       {
         "title": "Understanding Process Thread Priorities in Linux",

public/roadmap-content/qa.json

@@ -1250,11 +1250,6 @@
     "title": "Backend Automation",
     "description": "Backend Testing is a testing method that checks the server side or database of web applications or software. Backend testing aims to test the application layer or database layer to ensure that the web application or software is free from database defects like deadlock, data corruption, or data loss.\n\nVisit the following resources to learn more:",
     "links": [
-      {
-        "title": "What is Backend Testing?",
-        "url": "https://testinggenez.com/what-is-backend-testing-and-types/",
-        "type": "article"
-      },
       {
         "title": "Backend Testing Tutorial",
         "url": "https://www.guru99.com/what-is-backend-testing.html",

public/roadmap-content/rust.json

@@ -115,7 +115,7 @@
   },
   "oyP1ZyOgDC4nYEQXHwdVQ": {
     "title": "IDEs and Rust Toolchains",
-    "description": "For the Rust Programming Language, several Integrated Development Environments (IDEs) and editors provide great support. Visual Studio Code is highly preferred among Rust developers due to its support for Rust via the \"Rust Language Server\" or \"rust-analyzer\" plugins. Another popular choice is RustRover, a dedicated IDE for Rust development by JetBrains. Additionally, Sublime Text and Atom with respective Rust-enhancement plugins are also used. For a more terminal-centric approach, Vim and Emacs are equipped with Rust modes. These IDEs and editors offer various features like auto-completion, syntax highlighting, and debugging tools which prove useful for Rust programming.\n\nVisit the following resources to learn more:",
+    "description": "For the Rust Programming Language, several Integrated Development Environments (IDEs) and editors provide great support. Visual Studio Code is highly preferred among Rust developers due to its support for Rust via the \"Rust Language Server\" or \"rust-analyzer\" plugins. Another popular choice is RustRover, a dedicated IDE for Rust development by JetBrains. Additionally, Sublime Text with respective Rust-enhancement plugins are also used. For a more terminal-centric approach, Vim and Emacs are equipped with Rust modes. These IDEs and editors offer various features like auto-completion, syntax highlighting, and debugging tools which prove useful for Rust programming.\n\nVisit the following resources to learn more:",
     "links": [
       {
         "title": "Visual Studio Code",
@@ -137,11 +137,6 @@
         "url": "https://www.gnu.org/software/emacs/",
         "type": "article"
       },
-      {
-        "title": "Atom",
-        "url": "https://atom.io",
-        "type": "article"
-      },
       {
         "title": "Sublime Text",
         "url": "https://www.sublimetext.com",

public/roadmap-content/software-design-architecture.json

@@ -49,7 +49,7 @@
   },
   "p96fNXv0Z4rEEXJR9hAYX": {
     "title": "Design Principles",
-    "description": "",
+    "description": "Design principles are fundamental guidelines that help software engineers create systems that are maintainable, scalable, robust, and easy to understand. They represent best practices derived from decades of software engineering experience and are widely used to guide the structure and behavior of code. Applying these principles can lead to better software architecture, easier debugging, and improved collaboration.",
     "links": []
   },
   "gyQw885dvupmkohzJPg3a": {
@@ -276,19 +276,8 @@
   },
   "9naCfoHF1LW1OEsVZGi8v": {
     "title": "Keep it simple and refactor often",
-    "description": "Keeping framework code distant refers to separating the application's code from the framework's code. By doing so, it makes it easier to maintain, test, and upgrade the application's codebase and the framework independently.\n\nHere are some ways to keep framework code distant in system architecture:\n\n1.  Use an abstraction layer to separate the application code from the framework code. This allows the application code to be written without the need to know the specifics of the framework.\n2.  Use dependency injection to decouple the application code from the framework code. This allows the application code to use the framework's functionality without having to instantiate the framework objects directly.\n3.  Avoid using framework-specific libraries or classes in the application code. This makes it easier to switch to a different framework in the future if needed.\n4.  Use a standard interface for the application code to interact with the framework. This allows the application code to be written without the need to know the specifics of the framework.\n5.  Keep the application and the framework code in separate projects and/or repositories.\n\nBy following these best practices, the system architecture will be more maintainable, testable, and less error-prone, and it will be easier to upgrade or switch the framework if needed.\n\nLearn more from the following links:",
-    "links": [
-      {
-        "title": "Clean architecture",
-        "url": "https://pusher.com/tutorials/clean-architecture-introduction/",
-        "type": "article"
-      },
-      {
-        "title": "Explore top posts about General Programming",
-        "url": "https://app.daily.dev/tags/general-programming?ref=roadmapsh",
-        "type": "article"
-      }
-    ]
+    "description": "",
+    "links": []
   },
   "TDhTYdEyBuOnDKcQJzTAk": {
     "title": "Programming Paradigms",

public/roadmap-content/sql.json

@@ -107,7 +107,7 @@
     "links": [
       {
         "title": "SQL Operators: 6 Different Types",
-        "url": "https://www.dataquest.io/blog/sql-operators/",
+        "url": "https://dataengineeracademy.com/blog/sql-operators-6-different-types-code-examples/",
         "type": "article"
       }
     ]

public/roadmap-content/technical-writer.json

@@ -51,9 +51,9 @@
       }
     ]
   },
-  "j69erqfosSZMDlmKcnnn0": {
+  "role-of-technical-writers-inorganizations@j69erqfosSZMDlmKcnnn0.md": {
     "title": "Role of Technical Writers inOrganizations",
-    "description": "The role of a **Technical Writer** is primarily to translate complex technical information into simpler language that is easy to understand for a non-technical audience. They design, write, edit, and rewrite technical pieces like operating instructions, FAQs, installation guides, and more. Apart from this, they also gather and disseminate technical information among customers, designers, and manufacturers. Essentially, their job involves communicating technical terminologies and a clear understanding of complex information to those who need it in an easy-to-understand format.",
+    "description": "",
     "links": []
   },
   "cNeT1dJDfgn0ndPzSxhSL": {

public/roadmap-content/vue.json

@@ -25,8 +25,8 @@
         "type": "opensource"
       },
       {
-        "title": "Creating a Vue Project",
-        "url": "https://cli.vuejs.org/guide/creating-a-project.html",
+        "title": "Quick Start | Vue.js",
+        "url": "https://vuejs.org/guide/quick-start.html",
         "type": "article"
       },
       {