diff --git a/server/internal/devices/service.go b/server/internal/devices/service.go
index ca72609..035feca 100644
--- a/server/internal/devices/service.go
+++ b/server/internal/devices/service.go
@@ -83,9 +83,11 @@ type Device struct {
 	LastLogin     *string `json:"last_login"`               // most recent session created_at; null when none
 }
 
-// onlineWindow: a device is "online" if its last_seen (touched by connect +
-// periodic usage reports) is within this window.
-const onlineWindow = 3 * time.Minute
+// onlineWindow: a device is "online" if its last_seen is within this window.
+// last_seen is bumped by connect、用量上报,以及 ~15s 的会话轮询(SessionActive)——
+// 后者让「在线」准确反映 app 正在运行。窗口取 90s(覆盖几次丢失的 15s 轮询),
+// app 一关 ~90s 内转离线。
+const onlineWindow = 90 * time.Second
 
 func toAPIDevice(d DeviceRow) Device {
 	out := Device{UUID: d.UUID, Name: d.Name, Platform: d.Platform}
@@ -359,6 +361,8 @@ func (svc *Service) SessionActive(ctx context.Context, userID int64, deviceUUID
 	if dev == nil || dev.UserID != userID {
 		return true, nil // 未知 / 非本人设备:不据此登出
 	}
+	// 设备在轮询 = app 正在运行:刷 last_seen,让「在线」状态准确(不再只反映上次连接)。
+	_ = svc.store.TouchLastSeen(ctx, dev.ID)
 	active, err := svc.sessions.HasActiveSession(ctx, userID, dev.ID)
 	if err != nil {
 		return false, apierr.ErrInternal
diff --git a/server/internal/devices/store.go b/server/internal/devices/store.go
index 4c8a0bd..d8488c3 100644
--- a/server/internal/devices/store.go
+++ b/server/internal/devices/store.go
@@ -153,6 +153,17 @@ func (s *Store) insertDeviceTx(ctx context.Context, tx *sql.Tx, uuid string, use
 	}, nil
 }
 
+// TouchLastSeen bumps a device's last_seen to now (non-tx, best-effort). Called by
+// the ~15s session poll so "online" tracks an actually-running app, not just the
+// last connect/usage report.
+func (s *Store) TouchLastSeen(ctx context.Context, deviceID int64) error {
+	if _, err := s.db.ExecContext(ctx,
+		`UPDATE devices SET last_seen=? WHERE id=?`, time.Now().UTC(), deviceID); err != nil {
+		return fmt.Errorf("store.TouchLastSeen: %w", err)
+	}
+	return nil
+}
+
 // touchLastSeenTx updates a device's last_seen to now inside tx, and refreshes
 // client_version when a non-empty one is supplied (latest reported wins).
 func (s *Store) touchLastSeenTx(ctx context.Context, tx *sql.Tx, deviceID int64, clientVersion string) error {