diff --git a/src/app/(admin)/admin/rounds/[roundId]/page.tsx b/src/app/(admin)/admin/rounds/[roundId]/page.tsx
index 43327ec..23590cd 100644
--- a/src/app/(admin)/admin/rounds/[roundId]/page.tsx
+++ b/src/app/(admin)/admin/rounds/[roundId]/page.tsx
@@ -233,6 +233,12 @@ export default function RoundDetailPage() {
   )
   const roundAwards = awards?.filter((a) => a.evaluationRoundId === roundId) ?? []
 
+  // Filtering results stats (only for FILTERING rounds)
+  const { data: filteringStats } = trpc.filtering.getResultStats.useQuery(
+    { roundId },
+    { enabled: round?.roundType === 'FILTERING', refetchInterval: 5_000 },
+  )
+
   // Sync config from server when no pending save
   if (round && !pendingSaveRef.current) {
     const roundConfig = (round.configJson as Record<string, unknown>) ?? {}
@@ -245,8 +251,12 @@ export default function RoundDetailPage() {
   const updateMutation = trpc.round.update.useMutation({
     onSuccess: () => {
       utils.round.getById.invalidate({ id: roundId })
-      pendingSaveRef.current = false
       setAutosaveStatus('saved')
+      // Keep pendingSaveRef locked briefly so the sync block doesn't
+      // overwrite local config with stale cache before refetch completes
+      setTimeout(() => {
+        pendingSaveRef.current = false
+      }, 500)
       setTimeout(() => setAutosaveStatus('idle'), 2000)
     },
     onError: (err) => {
@@ -866,8 +876,81 @@ export default function RoundDetailPage() {
             </Card>
           </AnimatedCard>
 
+          {/* Filtering Results Summary — only for FILTERING rounds with results */}
+          {isFiltering && filteringStats && filteringStats.total > 0 && (
+            <AnimatedCard index={1}>
+              <Card className="border-l-4 border-l-purple-500">
+                <CardHeader className="pb-3">
+                  <div className="flex items-center justify-between">
+                    <div className="flex items-center gap-3">
+                      <div className="rounded-full bg-purple-50 p-2">
+                        <Shield className="h-5 w-5 text-purple-600" />
+                      </div>
+                      <div>
+                        <CardTitle className="text-base">Filtering Results</CardTitle>
+                        <CardDescription>
+                          {filteringStats.total} projects evaluated
+                        </CardDescription>
+                      </div>
+                    </div>
+                    <Button
+                      size="sm"
+                      variant="outline"
+                      onClick={() => setActiveTab('filtering')}
+                    >
+                      View Details
+                      <ArrowRight className="h-3.5 w-3.5 ml-1.5" />
+                    </Button>
+                  </div>
+                </CardHeader>
+                <CardContent>
+                  <div className="grid grid-cols-3 gap-4 mb-4">
+                    <div className="text-center p-3 rounded-lg bg-emerald-50">
+                      <p className="text-2xl font-bold text-emerald-700">{filteringStats.passed}</p>
+                      <p className="text-xs text-emerald-600 font-medium">Passed</p>
+                    </div>
+                    <div className="text-center p-3 rounded-lg bg-red-50">
+                      <p className="text-2xl font-bold text-red-700">{filteringStats.filteredOut}</p>
+                      <p className="text-xs text-red-600 font-medium">Filtered Out</p>
+                    </div>
+                    <div className="text-center p-3 rounded-lg bg-amber-50">
+                      <p className="text-2xl font-bold text-amber-700">{filteringStats.flagged}</p>
+                      <p className="text-xs text-amber-600 font-medium">Flagged</p>
+                    </div>
+                  </div>
+                  {/* Progress bar showing pass rate */}
+                  <div className="space-y-1.5">
+                    <div className="flex justify-between text-xs text-muted-foreground">
+                      <span>Pass rate</span>
+                      <span>{Math.round((filteringStats.passed / filteringStats.total) * 100)}%</span>
+                    </div>
+                    <div className="h-2.5 rounded-full bg-muted overflow-hidden flex">
+                      <div
+                        className="bg-emerald-500 transition-all duration-500"
+                        style={{ width: `${(filteringStats.passed / filteringStats.total) * 100}%` }}
+                      />
+                      <div
+                        className="bg-red-400 transition-all duration-500"
+                        style={{ width: `${(filteringStats.filteredOut / filteringStats.total) * 100}%` }}
+                      />
+                      <div
+                        className="bg-amber-400 transition-all duration-500"
+                        style={{ width: `${(filteringStats.flagged / filteringStats.total) * 100}%` }}
+                      />
+                    </div>
+                    {filteringStats.overridden > 0 && (
+                      <p className="text-xs text-muted-foreground">
+                        {filteringStats.overridden} result(s) manually overridden
+                      </p>
+                    )}
+                  </div>
+                </CardContent>
+              </Card>
+            </AnimatedCard>
+          )}
+
           {/* Quick Actions — Grouped & styled */}
-          <AnimatedCard index={1}>
+          <AnimatedCard index={2}>
             <Card>
               <CardHeader>
                 <CardTitle className="text-base">Quick Actions</CardTitle>
diff --git a/src/components/admin/round/filtering-dashboard.tsx b/src/components/admin/round/filtering-dashboard.tsx
index e3b60aa..11c2446 100644
--- a/src/components/admin/round/filtering-dashboard.tsx
+++ b/src/components/admin/round/filtering-dashboard.tsx
@@ -774,7 +774,7 @@ export function FilteringDashboard({ competitionId, roundId }: FilteringDashboar
                         </div>
                         <div>
                           <Badge variant="outline" className="text-xs">
-                            {result.project?.competitionCategory || '\u2014'}
+                            {formatCategory(result.project?.competitionCategory) || '\u2014'}
                           </Badge>
                         </div>
                         <div>
@@ -1092,6 +1092,18 @@ export function FilteringDashboard({ competitionId, roundId }: FilteringDashboar
   )
 }
 
+// -- Helpers --
+
+const categoryLabels: Record<string, string> = {
+  BUSINESS_CONCEPT: 'Concept',
+  STARTUP: 'Startup',
+}
+
+function formatCategory(cat: string | null | undefined): string {
+  if (!cat) return ''
+  return categoryLabels[cat] ?? cat.charAt(0) + cat.slice(1).toLowerCase().replace(/_/g, ' ')
+}
+
 // -- Sub-components --
 
 function OutcomeBadge({ outcome, overridden }: { outcome: string; overridden: boolean }) {
diff --git a/src/server/routers/filtering.ts b/src/server/routers/filtering.ts
index 6b3cc7a..841f1a4 100644
--- a/src/server/routers/filtering.ts
+++ b/src/server/routers/filtering.ts
@@ -493,6 +493,11 @@ export const filteringRouter = router({
         })
       }
 
+      // Clear previous filtering results so new ones stream in fresh
+      await ctx.prisma.filteringResult.deleteMany({
+        where: { roundId: input.roundId },
+      })
+
       const job = await ctx.prisma.filteringJob.create({
         data: {
           roundId: input.roundId,