AI category-aware evaluation: per-round config, file parsing, shortlist, advance flow

- Per-juror cap mode (HARD/SOFT/NONE) in add-member dialog and members table
- Jury invite flow: create user + add to group + send invitation from dialog
- Per-round config: notifyOnAdvance, aiParseFiles, startupAdvanceCount, conceptAdvanceCount
- Moved notify-on-advance from competition-level to per-round setting
- AI filtering: round-tagged files with newest-first sorting, optional file content extraction
- File content extractor service (pdf-parse for PDF, utf-8 for text files)
- AI shortlist runs independently per category (STARTUP / BUSINESS_CONCEPT)
- generateAIRecommendations tRPC endpoint with per-round config integration
- AI recommendations UI: trigger button, confirmation dialog, per-category results display
- Category-aware advance dialog: select/deselect projects by category with target caps
- STAGE_ACTIVE bug fix in assignment router

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

src/components/admin/jury/add-member-dialog.tsx

@@ -1,7 +1,7 @@
 'use client'
 
 import { useState } from 'react'
-import { Search } from 'lucide-react'
+import { Search, UserPlus, Mail } from 'lucide-react'
 import { toast } from 'sonner'
 import { trpc } from '@/lib/trpc/client'
 import { Button } from '@/components/ui/button'
@@ -22,6 +22,7 @@ import {
   SelectTrigger,
   SelectValue,
 } from '@/components/ui/select'
+import { Tabs, TabsContent, TabsList, TabsTrigger } from '@/components/ui/tabs'
 
 interface AddMemberDialogProps {
   juryGroupId: string
@@ -30,10 +31,22 @@ interface AddMemberDialogProps {
 }
 
 export function AddMemberDialog({ juryGroupId, open, onOpenChange }: AddMemberDialogProps) {
+  const [tab, setTab] = useState<'search' | 'invite'>('search')
+
+  // Search existing user state
   const [searchQuery, setSearchQuery] = useState('')
   const [selectedUserId, setSelectedUserId] = useState<string>('')
   const [role, setRole] = useState<'CHAIR' | 'MEMBER' | 'OBSERVER'>('MEMBER')
   const [maxAssignments, setMaxAssignments] = useState<string>('')
+  const [capMode, setCapMode] = useState<string>('')
+
+  // Invite new user state
+  const [inviteName, setInviteName] = useState('')
+  const [inviteEmail, setInviteEmail] = useState('')
+  const [inviteRole, setInviteRole] = useState<'CHAIR' | 'MEMBER' | 'OBSERVER'>('MEMBER')
+  const [inviteMaxAssignments, setInviteMaxAssignments] = useState<string>('')
+  const [inviteCapMode, setInviteCapMode] = useState<string>('')
+  const [inviteExpertise, setInviteExpertise] = useState('')
 
   const utils = trpc.useUtils()
 
@@ -44,7 +57,7 @@ export function AddMemberDialog({ juryGroupId, open, onOpenChange }: AddMemberDi
 
   const users = userResponse?.users || []
 
-  const { mutate: addMember, isPending } = trpc.juryGroup.addMember.useMutation({
+  const { mutate: addMember, isPending: isAdding } = trpc.juryGroup.addMember.useMutation({
     onSuccess: () => {
       utils.juryGroup.getById.invalidate({ id: juryGroupId })
       toast.success('Member added successfully')
@@ -56,14 +69,49 @@ export function AddMemberDialog({ juryGroupId, open, onOpenChange }: AddMemberDi
     },
   })
 
+  const { mutate: createUser, isPending: isCreating } = trpc.user.create.useMutation({
+    onSuccess: (newUser) => {
+      // Immediately add the newly created user to the jury group
+      addMember({
+        juryGroupId,
+        userId: newUser.id,
+        role: inviteRole,
+        maxAssignmentsOverride: inviteMaxAssignments ? parseInt(inviteMaxAssignments, 10) : null,
+        capModeOverride: inviteCapMode && inviteCapMode !== 'DEFAULT' ? (inviteCapMode as 'HARD' | 'SOFT' | 'NONE') : null,
+      })
+      // Send invitation email
+      sendInvitation({ userId: newUser.id, juryGroupId })
+    },
+    onError: (err) => {
+      toast.error(err.message)
+    },
+  })
+
+  const { mutate: sendInvitation } = trpc.user.sendInvitation.useMutation({
+    onSuccess: (result) => {
+      toast.success(`Invitation sent to ${result.email}`)
+    },
+    onError: (err) => {
+      // Don't block — user was created and added, just invitation failed
+      toast.error(`Member added but invitation email failed: ${err.message}`)
+    },
+  })
+
   const resetForm = () => {
     setSearchQuery('')
     setSelectedUserId('')
     setRole('MEMBER')
     setMaxAssignments('')
+    setCapMode('')
+    setInviteName('')
+    setInviteEmail('')
+    setInviteRole('MEMBER')
+    setInviteMaxAssignments('')
+    setInviteCapMode('')
+    setInviteExpertise('')
   }
 
-  const handleSubmit = (e: React.FormEvent) => {
+  const handleSearchSubmit = (e: React.FormEvent) => {
     e.preventDefault()
 
     if (!selectedUserId) {
@@ -76,92 +124,253 @@ export function AddMemberDialog({ juryGroupId, open, onOpenChange }: AddMemberDi
       userId: selectedUserId,
       role,
       maxAssignmentsOverride: maxAssignments ? parseInt(maxAssignments, 10) : null,
+      capModeOverride: capMode && capMode !== 'DEFAULT' ? (capMode as 'HARD' | 'SOFT' | 'NONE') : null,
     })
   }
 
+  const handleInviteSubmit = (e: React.FormEvent) => {
+    e.preventDefault()
+
+    if (!inviteEmail.trim()) {
+      toast.error('Please enter an email address')
+      return
+    }
+
+    const expertiseTags = inviteExpertise
+      .split(',')
+      .map((t) => t.trim())
+      .filter(Boolean)
+
+    createUser({
+      email: inviteEmail.trim(),
+      name: inviteName.trim() || undefined,
+      role: 'JURY_MEMBER',
+      expertiseTags: expertiseTags.length > 0 ? expertiseTags : undefined,
+      maxAssignments: inviteMaxAssignments ? parseInt(inviteMaxAssignments, 10) : undefined,
+    })
+  }
+
+  const isPending = isAdding || isCreating
+
   return (
     <Dialog open={open} onOpenChange={onOpenChange}>
-      <DialogContent className="sm:max-w-md">
+      <DialogContent className="sm:max-w-lg">
         <DialogHeader>
           <DialogTitle>Add Member to Jury Group</DialogTitle>
           <DialogDescription>
-            Search for a user and assign them to this jury group
+            Search for an existing user or invite a new juror to the platform
           </DialogDescription>
         </DialogHeader>
 
-        <form onSubmit={handleSubmit} className="space-y-4">
-          <div className="space-y-2">
-            <Label htmlFor="search">Search User</Label>
-            <div className="relative">
-              <Search className="absolute left-3 top-3 h-4 w-4 text-muted-foreground" />
-              <Input
-                id="search"
-                placeholder="Search by name or email..."
-                className="pl-9"
-                value={searchQuery}
-                onChange={(e) => setSearchQuery(e.target.value)}
-              />
-            </div>
-            {isSearching && (
-              <p className="text-sm text-muted-foreground">Searching...</p>
-            )}
-            {users && users.length > 0 && (
-              <div className="max-h-40 overflow-y-auto border rounded-md">
-                {users.map((user) => (
-                  <button
-                    key={user.id}
-                    type="button"
-                    className={`w-full px-3 py-2 text-left text-sm hover:bg-accent ${
-                      selectedUserId === user.id ? 'bg-accent' : ''
-                    }`}
-                    onClick={() => {
-                      setSelectedUserId(user.id)
-                      setSearchQuery(user.email)
-                    }}
-                  >
-                    <div className="font-medium">{user.name || 'Unnamed User'}</div>
-                    <div className="text-muted-foreground text-xs">{user.email}</div>
-                  </button>
-                ))}
+        <Tabs value={tab} onValueChange={(v) => setTab(v as 'search' | 'invite')}>
+          <TabsList className="grid w-full grid-cols-2">
+            <TabsTrigger value="search" className="flex items-center gap-2">
+              <Search className="h-3.5 w-3.5" />
+              Search Existing
+            </TabsTrigger>
+            <TabsTrigger value="invite" className="flex items-center gap-2">
+              <Mail className="h-3.5 w-3.5" />
+              Invite New
+            </TabsTrigger>
+          </TabsList>
+
+          {/* Search existing user tab */}
+          <TabsContent value="search">
+            <form onSubmit={handleSearchSubmit} className="space-y-4 pt-2">
+              <div className="space-y-2">
+                <Label htmlFor="search">Search User</Label>
+                <div className="relative">
+                  <Search className="absolute left-3 top-3 h-4 w-4 text-muted-foreground" />
+                  <Input
+                    id="search"
+                    placeholder="Search by name or email..."
+                    className="pl-9"
+                    value={searchQuery}
+                    onChange={(e) => setSearchQuery(e.target.value)}
+                  />
+                </div>
+                {isSearching && (
+                  <p className="text-sm text-muted-foreground">Searching...</p>
+                )}
+                {users && users.length > 0 && (
+                  <div className="max-h-40 overflow-y-auto border rounded-md">
+                    {users.map((user) => (
+                      <button
+                        key={user.id}
+                        type="button"
+                        className={`w-full px-3 py-2 text-left text-sm hover:bg-accent ${
+                          selectedUserId === user.id ? 'bg-accent' : ''
+                        }`}
+                        onClick={() => {
+                          setSelectedUserId(user.id)
+                          setSearchQuery(user.email)
+                        }}
+                      >
+                        <div className="font-medium">{user.name || 'Unnamed User'}</div>
+                        <div className="text-muted-foreground text-xs">{user.email}</div>
+                      </button>
+                    ))}
+                  </div>
+                )}
               </div>
-            )}
-          </div>
 
-          <div className="space-y-2">
-            <Label htmlFor="role">Role</Label>
-            <Select value={role} onValueChange={(val) => setRole(val as any)}>
-              <SelectTrigger id="role">
-                <SelectValue />
-              </SelectTrigger>
-              <SelectContent>
-                <SelectItem value="MEMBER">Member</SelectItem>
-                <SelectItem value="CHAIR">Chair</SelectItem>
-                <SelectItem value="OBSERVER">Observer</SelectItem>
-              </SelectContent>
-            </Select>
-          </div>
+              <div className="grid grid-cols-2 gap-3">
+                <div className="space-y-2">
+                  <Label htmlFor="role">Group Role</Label>
+                  <Select value={role} onValueChange={(val) => setRole(val as typeof role)}>
+                    <SelectTrigger id="role">
+                      <SelectValue />
+                    </SelectTrigger>
+                    <SelectContent>
+                      <SelectItem value="MEMBER">Member</SelectItem>
+                      <SelectItem value="CHAIR">Chair</SelectItem>
+                      <SelectItem value="OBSERVER">Observer</SelectItem>
+                    </SelectContent>
+                  </Select>
+                </div>
 
-          <div className="space-y-2">
-            <Label htmlFor="maxAssignments">Max Assignments Override (optional)</Label>
-            <Input
-              id="maxAssignments"
-              type="number"
-              min="1"
-              placeholder="Leave empty to use group default"
-              value={maxAssignments}
-              onChange={(e) => setMaxAssignments(e.target.value)}
-            />
-          </div>
+                <div className="space-y-2">
+                  <Label htmlFor="capMode">Cap Mode</Label>
+                  <Select value={capMode || 'DEFAULT'} onValueChange={setCapMode}>
+                    <SelectTrigger id="capMode">
+                      <SelectValue />
+                    </SelectTrigger>
+                    <SelectContent>
+                      <SelectItem value="DEFAULT">Group Default</SelectItem>
+                      <SelectItem value="HARD">Hard Cap</SelectItem>
+                      <SelectItem value="SOFT">Soft Cap</SelectItem>
+                      <SelectItem value="NONE">No Cap</SelectItem>
+                    </SelectContent>
+                  </Select>
+                </div>
+              </div>
 
-          <DialogFooter>
-            <Button type="button" variant="outline" onClick={() => onOpenChange(false)}>
-              Cancel
-            </Button>
-            <Button type="submit" disabled={isPending || !selectedUserId}>
-              {isPending ? 'Adding...' : 'Add Member'}
-            </Button>
-          </DialogFooter>
-        </form>
+              <div className="space-y-2">
+                <Label htmlFor="maxAssignments">Max Assignments Override (optional)</Label>
+                <Input
+                  id="maxAssignments"
+                  type="number"
+                  min="1"
+                  placeholder="Leave empty to use group default"
+                  value={maxAssignments}
+                  onChange={(e) => setMaxAssignments(e.target.value)}
+                />
+              </div>
+
+              <DialogFooter>
+                <Button type="button" variant="outline" onClick={() => onOpenChange(false)}>
+                  Cancel
+                </Button>
+                <Button type="submit" disabled={isPending || !selectedUserId}>
+                  {isAdding ? 'Adding...' : 'Add Member'}
+                </Button>
+              </DialogFooter>
+            </form>
+          </TabsContent>
+
+          {/* Invite new user tab */}
+          <TabsContent value="invite">
+            <form onSubmit={handleInviteSubmit} className="space-y-4 pt-2">
+              <div className="grid grid-cols-2 gap-3">
+                <div className="space-y-2">
+                  <Label htmlFor="inviteName">Full Name</Label>
+                  <Input
+                    id="inviteName"
+                    placeholder="Jane Doe"
+                    value={inviteName}
+                    onChange={(e) => setInviteName(e.target.value)}
+                  />
+                </div>
+
+                <div className="space-y-2">
+                  <Label htmlFor="inviteEmail">
+                    Email <span className="text-destructive">*</span>
+                  </Label>
+                  <Input
+                    id="inviteEmail"
+                    type="email"
+                    placeholder="jane@example.com"
+                    required
+                    value={inviteEmail}
+                    onChange={(e) => setInviteEmail(e.target.value)}
+                  />
+                </div>
+              </div>
+
+              <div className="grid grid-cols-2 gap-3">
+                <div className="space-y-2">
+                  <Label htmlFor="inviteGroupRole">Group Role</Label>
+                  <Select value={inviteRole} onValueChange={(val) => setInviteRole(val as typeof inviteRole)}>
+                    <SelectTrigger id="inviteGroupRole">
+                      <SelectValue />
+                    </SelectTrigger>
+                    <SelectContent>
+                      <SelectItem value="MEMBER">Member</SelectItem>
+                      <SelectItem value="CHAIR">Chair</SelectItem>
+                      <SelectItem value="OBSERVER">Observer</SelectItem>
+                    </SelectContent>
+                  </Select>
+                </div>
+
+                <div className="space-y-2">
+                  <Label htmlFor="inviteCapMode">Cap Mode</Label>
+                  <Select value={inviteCapMode || 'DEFAULT'} onValueChange={setInviteCapMode}>
+                    <SelectTrigger id="inviteCapMode">
+                      <SelectValue />
+                    </SelectTrigger>
+                    <SelectContent>
+                      <SelectItem value="DEFAULT">Group Default</SelectItem>
+                      <SelectItem value="HARD">Hard Cap</SelectItem>
+                      <SelectItem value="SOFT">Soft Cap</SelectItem>
+                      <SelectItem value="NONE">No Cap</SelectItem>
+                    </SelectContent>
+                  </Select>
+                </div>
+              </div>
+
+              <div className="space-y-2">
+                <Label htmlFor="inviteMaxAssignments">Max Assignments Override (optional)</Label>
+                <Input
+                  id="inviteMaxAssignments"
+                  type="number"
+                  min="1"
+                  placeholder="Leave empty to use group default"
+                  value={inviteMaxAssignments}
+                  onChange={(e) => setInviteMaxAssignments(e.target.value)}
+                />
+              </div>
+
+              <div className="space-y-2">
+                <Label htmlFor="inviteExpertise">Expertise Tags (optional)</Label>
+                <Input
+                  id="inviteExpertise"
+                  placeholder="marine biology, policy, finance"
+                  value={inviteExpertise}
+                  onChange={(e) => setInviteExpertise(e.target.value)}
+                />
+                <p className="text-xs text-muted-foreground">
+                  Comma-separated tags for smart assignment matching
+                </p>
+              </div>
+
+              <div className="rounded-md border border-blue-200 bg-blue-50 px-3 py-2">
+                <p className="text-xs text-blue-700">
+                  <UserPlus className="mr-1 inline h-3 w-3" />
+                  This will create a new user account and send an invitation email to join the platform as a jury member.
+                </p>
+              </div>
+
+              <DialogFooter>
+                <Button type="button" variant="outline" onClick={() => onOpenChange(false)}>
+                  Cancel
+                </Button>
+                <Button type="submit" disabled={isPending || !inviteEmail.trim()}>
+                  {isCreating || isAdding ? 'Creating & Inviting...' : 'Create & Invite'}
+                </Button>
+              </DialogFooter>
+            </form>
+          </TabsContent>
+        </Tabs>
       </DialogContent>
     </Dialog>
   )

src/components/admin/jury/jury-members-table.tsx

@@ -36,6 +36,7 @@ interface JuryMember {
     email: string
   }
   maxAssignmentsOverride: number | null
+  capModeOverride: string | null
   preferredStartupRatio: number | null
 }
 
@@ -82,13 +83,14 @@ export function JuryMembersTable({ juryGroupId, members }: JuryMembersTableProps
               <TableHead>Email</TableHead>
               <TableHead className="hidden md:table-cell">Role</TableHead>
               <TableHead className="hidden sm:table-cell">Max Assignments</TableHead>
+              <TableHead className="hidden lg:table-cell">Cap Mode</TableHead>
               <TableHead>Actions</TableHead>
             </TableRow>
           </TableHeader>
           <TableBody>
             {members.length === 0 ? (
               <TableRow>
-                <TableCell colSpan={5} className="text-center text-muted-foreground">
+                <TableCell colSpan={6} className="text-center text-muted-foreground">
                   No members yet. Add members to get started.
                 </TableCell>
               </TableRow>
@@ -109,6 +111,15 @@ export function JuryMembersTable({ juryGroupId, members }: JuryMembersTableProps
                   <TableCell className="hidden sm:table-cell">
                     {member.maxAssignmentsOverride ?? '—'}
                   </TableCell>
+                  <TableCell className="hidden lg:table-cell">
+                    {member.capModeOverride ? (
+                      <Badge variant="outline" className="text-[10px]">
+                        {member.capModeOverride}
+                      </Badge>
+                    ) : (
+                      <span className="text-muted-foreground text-xs">Group default</span>
+                    )}
+                  </TableCell>
                   <TableCell>
                     <Button
                       variant="ghost"