diff --git a/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/dashboard/Dashboard.tsx b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/dashboard/Dashboard.tsx
index e865c673..6f449d57 100644
--- a/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/dashboard/Dashboard.tsx
+++ b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/dashboard/Dashboard.tsx
@@ -2,6 +2,7 @@
 // Dashboard.tsx
 
 import { Globe } from '@/pages/globe/Globe'
+import { CVEVelocityPanel } from '@/pages/panels/CVEVelocityPanel'
 import { DShieldPanel } from '@/pages/panels/DShieldPanel'
 import { useUIStore } from '@/stores/ui'
 import { AlertBanner } from './AlertBanner'
@@ -28,6 +29,7 @@ export function Dashboard(): React.ReactElement {
           <Globe />
         </section>
         <aside className={styles.right}>
+          <CVEVelocityPanel />
           <DShieldPanel />
         </aside>
       </main>
diff --git a/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/panels/CVEVelocityPanel.module.scss b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/panels/CVEVelocityPanel.module.scss
new file mode 100644
index 00000000..f3a2cc26
--- /dev/null
+++ b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/panels/CVEVelocityPanel.module.scss
@@ -0,0 +1,72 @@
+// ©AngelaMos | 2026
+// CVEVelocityPanel.module.scss
+
+.kpis {
+  display: grid;
+  grid-template-columns: repeat(3, 1fr);
+  border-bottom: 1px solid var(--fg-4);
+}
+
+.spark {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  padding: 6px 8px;
+  border-bottom: 1px solid var(--fg-4);
+  color: var(--fg-2);
+}
+
+.recent {
+  width: 100%;
+  border-collapse: collapse;
+  table-layout: fixed;
+}
+
+.recent thead th {
+  font-size: var(--type-label);
+  letter-spacing: var(--letter-spacing-label);
+  text-transform: uppercase;
+  color: var(--fg-3);
+  text-align: left;
+  padding: var(--row-py) var(--row-px);
+  border-bottom: 1px solid var(--fg-4);
+  font-weight: 400;
+}
+
+.recent tbody td {
+  padding: var(--row-py) var(--row-px);
+  font-size: var(--type-body);
+  color: var(--fg-1);
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+}
+
+.recent tbody tr:hover {
+  background: var(--bg-row-hover);
+}
+
+.cveId {
+  font-family: var(--font-mono);
+  width: 38%;
+}
+
+.severity {
+  width: 22%;
+  color: var(--fg-2);
+}
+
+.epss {
+  font-family: var(--font-mono);
+  font-variant-numeric: tabular-nums;
+  width: 18%;
+  text-align: right;
+}
+
+.ago {
+  font-family: var(--font-mono);
+  font-variant-numeric: tabular-nums;
+  width: 22%;
+  color: var(--fg-3);
+  text-align: right;
+}
diff --git a/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/panels/CVEVelocityPanel.tsx b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/panels/CVEVelocityPanel.tsx
new file mode 100644
index 00000000..f0390906
--- /dev/null
+++ b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/pages/panels/CVEVelocityPanel.tsx
@@ -0,0 +1,139 @@
+// ©AngelaMos | 2026
+// CVEVelocityPanel.tsx
+
+import { useEffect, useMemo } from 'react'
+import { useSnapshot } from '@/api/snapshot'
+import { type CveEvent, useCveStore } from '@/stores/cve'
+import styles from './CVEVelocityPanel.module.scss'
+import { Panel } from './Panel'
+import { KPI } from './shared/KPI'
+import { Sparkline } from './shared/Sparkline'
+
+const RECENT_ROW_LIMIT = 5
+const SPARKLINE_HOURS = 24
+const SPARKLINE_WIDTH = 280
+const SPARKLINE_HEIGHT = 28
+const MS_PER_HOUR = 3_600_000
+const MS_PER_MINUTE = 60_000
+const HOURS_PER_DAY = 24
+
+export function CVEVelocityPanel(): React.ReactElement {
+  const { data } = useSnapshot()
+  const items = useCveStore((s) => s.items)
+  const push = useCveStore((s) => s.push)
+
+  const seed = data?.cve_new as CveEvent | undefined
+  useEffect(() => {
+    if (seed?.CveID) push(seed)
+  }, [seed, push])
+
+  const now = Date.now()
+
+  const counts = useMemo(() => {
+    return {
+      h1: countWithin(items, 1, now),
+      h6: countWithin(items, 6, now),
+      h24: countWithin(items, SPARKLINE_HOURS, now),
+    }
+  }, [items, now])
+
+  const hourly = useMemo(
+    () => hourlyBuckets(items, SPARKLINE_HOURS, now),
+    [items, now]
+  )
+
+  const recent = items.slice(0, RECENT_ROW_LIMIT)
+
+  return (
+    <Panel
+      title="CVE"
+      subtitle="VELOCITY + EPSS"
+      rawHref="https://nvd.nist.gov/"
+      rawLabel="NVD CVE 2.0"
+    >
+      <div className={styles.kpis}>
+        <KPI label="1H" value={counts.h1} />
+        <KPI label="6H" value={counts.h6} />
+        <KPI label="24H" value={counts.h24} />
+      </div>
+      <div className={styles.spark}>
+        <Sparkline
+          data={hourly}
+          width={SPARKLINE_WIDTH}
+          height={SPARKLINE_HEIGHT}
+        />
+      </div>
+      <table className={styles.recent}>
+        <thead>
+          <tr>
+            <th className={styles.cveId}>CVE</th>
+            <th className={styles.severity}>Sev</th>
+            <th className={styles.epss}>EPSS</th>
+            <th className={styles.ago}>Ago</th>
+          </tr>
+        </thead>
+        <tbody>
+          {recent.map((c) => (
+            <tr key={c.CveID}>
+              <td className={styles.cveId}>{c.CveID}</td>
+              <td className={styles.severity}>{c.Severity}</td>
+              <td className={styles.epss}>{fmtEpss(c.EPSSPercentile)}</td>
+              <td className={styles.ago}>{fmtAgo(c.Published, now)}</td>
+            </tr>
+          ))}
+        </tbody>
+      </table>
+    </Panel>
+  )
+}
+
+CVEVelocityPanel.displayName = 'CVEVelocityPanel'
+
+function countWithin(items: CveEvent[], hours: number, now: number): number {
+  const cutoff = now - hours * MS_PER_HOUR
+  return items.reduce((acc, item) => {
+    const ts = parseTs(item.Published)
+    return ts !== null && ts >= cutoff ? acc + 1 : acc
+  }, 0)
+}
+
+function hourlyBuckets(items: CveEvent[], hours: number, now: number): number[] {
+  const buckets = new Array<number>(hours).fill(0)
+  for (const item of items) {
+    const ts = parseTs(item.Published)
+    if (ts === null) continue
+    const hoursAgo = Math.floor((now - ts) / MS_PER_HOUR)
+    if (hoursAgo >= 0 && hoursAgo < hours) {
+      const idx = hours - 1 - hoursAgo
+      buckets[idx] = (buckets[idx] ?? 0) + 1
+    }
+  }
+  return buckets
+}
+
+function parseTs(iso: string): number | null {
+  const t = new Date(iso).getTime()
+  return Number.isFinite(t) ? t : null
+}
+
+function fmtEpss(percentile: number | null): string {
+  if (percentile === null) return '—'
+  return `${(percentile * 100).toFixed(1)}%`
+}
+
+function fmtAgo(iso: string, now: number): string {
+  const t = parseTs(iso)
+  if (t === null) return '—'
+  const diffMs = now - t
+  if (diffMs < MS_PER_HOUR) {
+    const m = Math.floor(diffMs / MS_PER_MINUTE)
+    return `${Math.max(m, 0)}m`
+  }
+  if (diffMs < HOURS_PER_DAY * MS_PER_HOUR) {
+    const h = Math.floor(diffMs / MS_PER_HOUR)
+    const mins = Math.floor((diffMs % MS_PER_HOUR) / MS_PER_MINUTE)
+    return mins > 0 ? `${h}h${mins}m` : `${h}h`
+  }
+  const d = Math.floor(diffMs / (HOURS_PER_DAY * MS_PER_HOUR))
+  return `${d}d`
+}
diff --git a/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/stores/cve.ts b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/stores/cve.ts
new file mode 100644
index 00000000..7a7a4a17
--- /dev/null
+++ b/PROJECTS/advanced/monitor-the-situation-dashboard/frontend/src/stores/cve.ts
@@ -0,0 +1,33 @@
+// ©AngelaMos | 2026
+// cve.ts
+
+import { create } from 'zustand'
+
+export interface CveEvent {
+  CveID: string
+  Published: string
+  LastModified: string
+  Severity: string
+  CVSS: number | null
+  EPSSScore: number | null
+  EPSSPercentile: number | null
+  InKEV?: boolean
+}
+
+interface CveStore {
+  items: CveEvent[]
+  push: (item: CveEvent) => void
+  clear: () => void
+}
+
+const CVE_CAP = 500
+
+export const useCveStore = create<CveStore>((set) => ({
+  items: [],
+  push: (item) =>
+    set((s) => {
+      const filtered = s.items.filter((i) => i.CveID !== item.CveID)
+      return { items: [item, ...filtered].slice(0, CVE_CAP) }
+    }),
+  clear: () => set({ items: [] }),
+}))