feat(apess): real per-team activity counts + judge board evidence

Stage E deeper — derive real signal from the board event stream:

- Collective reducer tallies per-team {calls, flashes, errors} from
  node:activity (thinking→calls, flash→flashes, error→errors); exposed
  as `counts` alongside the existing activity feed.
- Admin gains a room-wide "Flashes" pulse stat.
- Judge review card shows a live "Board evidence" panel — streams the
  reviewed team's own board activity via its SSE feed, so scoring can
  reference real on-device work, not just the submitted code.

Tests: front-end 182, typecheck clean, prod build passes.

Co-Authored-By: Claude Opus 4.8 (1M context) <[email protected]>

src/lib/useCollective.test.ts

@@ -13,7 +13,7 @@ const team = (id: string): TeamSnapshot => ({
   updatedAt: '2026-07-27T13:00:00.000Z',
 })
 
-const empty: CollectiveState = { teams: {}, submissions: {}, nodes: {}, activity: [] }
+const empty: CollectiveState = { teams: {}, submissions: {}, nodes: {}, activity: [], counts: {} }
 
 describe('collectiveReducer', () => {
   it('seeds from a snapshot', () => {
@@ -77,4 +77,15 @@ describe('collectiveReducer', () => {
     const next = collectiveReducer(withNode, { type: 'snapshot', teams: [team('a')], submissions: [] })
     expect(next.nodes.a).toBe(true)
   })
+
+  it('tallies real calls/flashes/errors per team from node:activity', () => {
+    let s = empty
+    s = collectiveReducer(s, { type: 'node:activity', teamId: 'a', kind: 'thinking', label: 'Agent started', ts: '1' })
+    s = collectiveReducer(s, { type: 'node:activity', teamId: 'a', kind: 'tool', label: 'Writing…', ts: '2' })
+    s = collectiveReducer(s, { type: 'node:activity', teamId: 'a', kind: 'flash', label: 'Flashed', ts: '3' })
+    s = collectiveReducer(s, { type: 'node:activity', teamId: 'a', kind: 'thinking', label: 'Agent started', ts: '4' })
+    s = collectiveReducer(s, { type: 'node:activity', teamId: 'b', kind: 'error', label: 'compile error', ts: '5' })
+    expect(s.counts.a).toEqual({ calls: 2, flashes: 1, errors: 0 }) // 'tool' isn't tallied
+    expect(s.counts.b).toEqual({ calls: 0, flashes: 0, errors: 1 })
+  })
 })

src/lib/useCollective.ts

@@ -9,6 +9,13 @@ export interface NodeActivityEntry {
   ts: string
 }
 
+/** Real per-team activity tallies derived from the board event stream. */
+export interface NodeCounts {
+  calls: number
+  flashes: number
+  errors: number
+}
+
 export interface CollectiveState {
   teams: Record<string, TeamSnapshot>
   submissions: Record<string, SubmissionSummary>
@@ -16,10 +23,19 @@ export interface CollectiveState {
   nodes: Record<string, boolean>
   /** rolling board-activity feed, most-recent-first, bounded. */
   activity: NodeActivityEntry[]
+  /** teamId → tallies (calls/flashes/errors). */
+  counts: Record<string, NodeCounts>
 }
 
 const MAX_ACTIVITY = 40
-const empty: CollectiveState = { teams: {}, submissions: {}, nodes: {}, activity: [] }
+const empty: CollectiveState = { teams: {}, submissions: {}, nodes: {}, activity: [], counts: {} }
+
+const ZERO: NodeCounts = { calls: 0, flashes: 0, errors: 0 }
+const COUNT_KEY: Partial<Record<NodeActivityKind, keyof NodeCounts>> = {
+  thinking: 'calls',
+  flash: 'flashes',
+  error: 'errors',
+}
 
 export function collectiveReducer(state: CollectiveState, event: WsEvent): CollectiveState {
   switch (event.type) {
@@ -47,13 +63,20 @@ export function collectiveReducer(state: CollectiveState, event: WsEvent): Colle
     }
     case 'node:status':
       return { ...state, nodes: { ...state.nodes, [event.teamId]: event.online } }
-    case 'node:activity':
+    case 'node:activity': {
+      const key = COUNT_KEY[event.kind]
+      const prev = state.counts[event.teamId] ?? ZERO
+      const counts = key
+        ? { ...state.counts, [event.teamId]: { ...prev, [key]: prev[key] + 1 } }
+        : state.counts
       return {
         ...state,
         activity: [
           { teamId: event.teamId, kind: event.kind, label: event.label, ts: event.ts },
           ...state.activity,
         ].slice(0, MAX_ACTIVITY),
+        counts,
+      }
     }
     default:
       return state
@@ -67,6 +90,7 @@ export interface Collective {
   submissions: Record<string, SubmissionSummary>
   nodes: Record<string, boolean>
   activity: NodeActivityEntry[]
+  counts: Record<string, NodeCounts>
   status: CollectiveStatus
 }
 
@@ -117,5 +141,12 @@ export function useCollective(code: string): Collective {
   }, [code])
 
   const teams = Object.values(state.teams).sort((a, b) => a.name.localeCompare(b.name))
-  return { teams, submissions: state.submissions, nodes: state.nodes, activity: state.activity, status }
+  return {
+    teams,
+    submissions: state.submissions,
+    nodes: state.nodes,
+    activity: state.activity,
+    counts: state.counts,
+    status,
+  }
 }

src/pages/Admin.tsx

@@ -16,10 +16,11 @@ function Stat({ label, value }: { label: string; value: number | string }) {
 }
 
 function AdminBoard({ code }: { code: string }) {
-  const { teams, submissions, nodes, activity, status } = useCollective(code)
+  const { teams, submissions, nodes, activity, counts, status } = useCollective(code)
   const now = useNow()
   const connected = teams.filter((t) => t.deviceConnected).length
   const boardsLive = Object.values(nodes).filter(Boolean).length
+  const totalFlashes = Object.values(counts).reduce((n, c) => n + c.flashes, 0)
   const submittedCount = Object.keys(submissions).length
   const judgedCount = Object.values(submissions).filter((s) => s.scored).length
   const nameFor = (id: string) => teams.find((t) => t.id === id)?.name || id
@@ -43,10 +44,11 @@ function AdminBoard({ code }: { code: string }) {
       </header>
 
       <section className="px-8 py-8 max-w-6xl mx-auto space-y-6">
-        <div className="grid grid-cols-2 md:grid-cols-5 gap-px bg-border rounded-md overflow-hidden">
+        <div className="grid grid-cols-2 md:grid-cols-6 gap-px bg-border rounded-md overflow-hidden">
           <Stat label="Teams" value={teams.length} />
           <Stat label="Connected" value={connected} />
           <Stat label="Boards live" value={boardsLive} />
+          <Stat label="Flashes" value={totalFlashes} />
           <Stat label="Submitted" value={submittedCount} />
           <Stat label="Judged" value={judgedCount} />
         </div>

src/pages/Judge.test.tsx

@@ -10,6 +10,7 @@ const api = vi.hoisted(() => ({
   getLeaderboard: vi.fn(),
   postScore: vi.fn(),
   openCollective: vi.fn(() => () => {}),
+  openTeamActivity: vi.fn(() => () => {}),
 }))
 vi.mock('@/lib/api', () => api)
 
@@ -56,6 +57,15 @@ describe('Judge', () => {
     await waitFor(() => expect(screen.getByTestId('add-review')).toHaveTextContent('KIT-01-AAA'))
   })
 
+  it("opens the selected team's live board-evidence feed", async () => {
+    const user = userEvent.setup()
+    renderJudge()
+    await waitFor(() => expect(screen.getByTestId('submission-list')).toBeInTheDocument())
+    await user.click(within(screen.getByTestId('submission-list')).getByText('Alpha'))
+    await waitFor(() => expect(screen.getByText(/board evidence/i)).toBeInTheDocument())
+    expect(api.openTeamActivity).toHaveBeenCalledWith('a', expect.any(Function))
+  })
+
   it('posts a score and refreshes', async () => {
     const user = userEvent.setup()
     renderJudge()

src/pages/Judge.tsx

@@ -12,13 +12,17 @@ import {
   getLeaderboard,
   postScore,
   openCollective,
+  openTeamActivity,
 } from '@/lib/api'
+import { BoardActivity } from '@/components/BoardActivity'
+import type { NodeActivityEntry } from '@/lib/useCollective'
 import type { SubmissionSummary, SubmissionDTO, LeaderboardRow } from '@/types'
 
 function JudgeDesk({ code, name }: { code: string; name: string }) {
   const [queue, setQueue] = useState<SubmissionSummary[]>([])
   const [board, setBoard] = useState<LeaderboardRow[]>([])
   const [selected, setSelected] = useState<SubmissionDTO | null>(null)
+  const [evidence, setEvidence] = useState<NodeActivityEntry[]>([])
 
   const refresh = useCallback(async () => {
     const [subs, lb] = await Promise.all([getSubmissions(code), getLeaderboard(code)]).catch(() => [
@@ -36,6 +40,17 @@ function JudgeDesk({ code, name }: { code: string; name: string }) {
     return () => close()
   }, [code, refresh])
 
+  // Live board evidence for the team under review (its own SSE feed).
+  useEffect(() => {
+    setEvidence([])
+    const teamId = selected?.teamId
+    if (!teamId) return
+    return openTeamActivity(teamId, (ev) => {
+      if (ev.type !== 'node:activity') return
+      setEvidence((p) => [{ teamId: ev.teamId, kind: ev.kind, label: ev.label, ts: ev.ts }, ...p].slice(0, 20))
+    })
+  }, [selected?.teamId])
+
   const onSelect = async (teamId: string) => {
     try {
       setSelected(await getSubmission(teamId, code))
@@ -81,6 +96,14 @@ function JudgeDesk({ code, name }: { code: string; name: string }) {
           <CardHeader><CardTitle className="text-base">Review &amp; score</CardTitle></CardHeader>
           <CardContent className="space-y-6">
             <AddReview submission={selected} />
+            {selected && (
+              <div className="space-y-2 border-t border-border pt-4">
+                <div className="font-mono text-[10px] uppercase tracking-widest text-muted-foreground">
+                  Board evidence (live)
+                </div>
+                <BoardActivity activity={evidence} nameFor={() => selected.teamName} />
+              </div>
+            )}
             {selected && <ScoreForm onSubmit={onScore} />}
           </CardContent>
         </Card>