diff --git a/workflow/dynamic_scheduler.go b/workflow/dynamic_scheduler.go
index 7baec97a3..cfa41d10b 100644
--- a/workflow/dynamic_scheduler.go
+++ b/workflow/dynamic_scheduler.go
@@ -147,13 +147,21 @@ func newDynamicSubScheduler(parent agent.Context, parentPath string, emitUp func
 // resumed orchestrator (which re-runs from the top) serves already
 // completed children from cache instead of re-executing them. Each
 // child's terminal event carries its childPath in NodeInfo.Path and a
-// non-nil Output; keyed by childPath, so only stable WithRunID calls
-// hit (auto-counter ids regenerate per activation and miss).
+// non-nil Output; keyed by childPath.
+//
+// Only events from the current invocation are considered. Auto-counter
+// run-ids reset to 1 on every fresh activation, so a later user turn
+// reuses the same childPath ("<parent>/<child>@1") as a prior turn;
+// without the invocation filter those stale outputs would be served
+// from cache and the child would never re-run on the new turn. Mirrors
+// adk-python, which gates rehydration on event.invocation_id (see
+// _reconstruct_node_states / _scan_parent_child_sequence).
 func (s *dynamicSubScheduler) rehydrateCache() {
 	sess := s.parentCtx.Session()
 	if sess == nil {
 		return
 	}
+	invocationID := s.parentCtx.InvocationID()
 	prefix := s.parentPath + "/"
 	s.mu.Lock()
 	defer s.mu.Unlock()
@@ -161,6 +169,9 @@ func (s *dynamicSubScheduler) rehydrateCache() {
 		if ev == nil || ev.Output == nil || ev.NodeInfo == nil {
 			continue
 		}
+		if invocationID != "" && ev.InvocationID != invocationID {
+			continue
+		}
 		if !strings.HasPrefix(ev.NodeInfo.Path, prefix) {
 			continue
 		}
diff --git a/workflow/dynamic_scheduler_test.go b/workflow/dynamic_scheduler_test.go
index 97ef5bedb..cd207f3ad 100644
--- a/workflow/dynamic_scheduler_test.go
+++ b/workflow/dynamic_scheduler_test.go
@@ -21,6 +21,7 @@ import (
 	"strings"
 	"sync"
 	"testing"
+	"time"
 
 	"github.com/google/jsonschema-go/jsonschema"
 	"google.golang.org/genai"
@@ -185,12 +186,81 @@ func TestSubScheduler_RunNode_ErrorWinsOverInterrupt(t *testing.T) {
 	}
 }
 
+// TestSubScheduler_RehydrateCache_InvocationScope verifies that
+// rehydrateCache serves a child's output from cache only when the
+// terminal event belongs to the current invocation. Auto-counter
+// run-ids reset to 1 on every fresh activation, so a later user turn
+// reuses the same childPath ("wf/child@1"); without the invocation
+// filter the prior turn's output would be replayed and the child would
+// never re-run — the regression behind the empty second turn of the
+// dynamic workflow example. The current-invocation case must still hit
+// to preserve within-invocation resume/dedup.
+//
+// MockInvocationContext.InvocationID() is "test-invocation-id".
+func TestSubScheduler_RehydrateCache_InvocationScope(t *testing.T) {
+	const childPath = "wf/child@1"
+	event := func(invocationID, output string) *session.Event {
+		return &session.Event{
+			InvocationID: invocationID,
+			Output:       output,
+			NodeInfo:     &session.NodeInfo{Path: childPath},
+		}
+	}
+
+	tests := []struct {
+		name      string
+		events    sliceEvents
+		wantHit   bool
+		wantValue any
+	}{
+		{
+			name:    "other invocation ignored",
+			events:  sliceEvents{event("prev-invocation", "stale")},
+			wantHit: false,
+		},
+		{
+			name:      "current invocation wins over prior",
+			events:    sliceEvents{event("prev-invocation", "stale"), event("test-invocation-id", "fresh")},
+			wantHit:   true,
+			wantValue: "fresh",
+		},
+	}
+	for _, tc := range tests {
+		t.Run(tc.name, func(t *testing.T) {
+			ctx := newMockCtx(t)
+			ctx.sess = &eventsSession{events: tc.events}
+			sub := newDynamicSubScheduler(newNodeContext(ctx, nil), "wf", noopEmit).(*dynamicSubScheduler)
+
+			out, ok := sub.lookupCachedOutput(childPath)
+			if ok != tc.wantHit {
+				t.Fatalf("lookupCachedOutput(%q) hit = %v, want %v (out=%v)", childPath, ok, tc.wantHit, out)
+			}
+			if ok && out != tc.wantValue {
+				t.Errorf("cached output = %v, want %v", out, tc.wantValue)
+			}
+		})
+	}
+}
+
 // =============================================================================
 // Test fixtures and helpers
 // =============================================================================
 
 func noopEmit(*session.Event) error { return nil }
 
+// eventsSession is a minimal session.Session exposing a fixed event
+// history; only Events() is consulted by rehydrateCache.
+type eventsSession struct {
+	events session.Events
+}
+
+func (s *eventsSession) ID() string                { return "test-session" }
+func (s *eventsSession) AppName() string           { return "test-app" }
+func (s *eventsSession) UserID() string            { return "test-user" }
+func (s *eventsSession) State() session.State      { return nil }
+func (s *eventsSession) Events() session.Events    { return s.events }
+func (s *eventsSession) LastUpdateTime() time.Time { return time.Time{} }
+
 func newTopLevelCtx(t *testing.T) agent.Context {
 	t.Helper()
 	return newNodeContext(newMockCtx(t), nil)