fix: preserve method return value as flow output for @human_feedback with emit

When a @human_feedback decorated method with emit= is the final method in a
flow (no downstream listeners triggered), the flow's final output was
incorrectly set to the collapsed outcome string (e.g., 'approved') instead
of the method's actual return value (e.g., a state dict).

Root cause: _process_feedback() returns the collapsed_outcome string when
emit is set, and this string was being stored as the method's result in
_method_outputs.

The fix:
1. In human_feedback.py: After _process_feedback, stash the real method_output
   on the flow instance as _human_feedback_method_output when emit is set.

2. In flow.py: After appending a method result to _method_outputs, check if
   _human_feedback_method_output is set. If so, replace the last entry with
   the stashed real output and clear the stash.

This ensures:
- Routing still works correctly (collapsed outcome used for @listen matching)
- The flow's final result is the actual method return value
- If downstream listeners execute, their results become the final output

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

lib/crewai/src/crewai/flow/flow.py

@@ -883,6 +883,7 @@ class Flow(Generic[T], metaclass=FlowMeta):
         self.human_feedback_history: list[HumanFeedbackResult] = []
         self.last_human_feedback: HumanFeedbackResult | None = None
         self._pending_feedback_context: PendingFeedbackContext | None = None
+        self._human_feedback_method_output: Any = None  # Stashed real output from @human_feedback with emit
         self.suppress_flow_events: bool = suppress_flow_events
 
         # User input history (for self.ask())
@@ -2290,6 +2291,15 @@ class Flow(Generic[T], metaclass=FlowMeta):
                 result = await result
 
             self._method_outputs.append(result)
+
+            # For @human_feedback methods with emit, the result is the collapsed outcome
+            # (e.g., "approved") used for routing. But we want the actual method output
+            # to be the stored result (for final flow output). Replace the last entry
+            # if a stashed output exists.
+            if self._human_feedback_method_output is not None:
+                self._method_outputs[-1] = self._human_feedback_method_output
+                self._human_feedback_method_output = None
+
             self._method_execution_counts[method_name] = (
                 self._method_execution_counts.get(method_name, 0) + 1
             )

lib/crewai/src/crewai/flow/human_feedback.py

@@ -591,6 +591,12 @@ def human_feedback(
                 ):
                     _distill_and_store_lessons(self, method_output, raw_feedback)
 
+                # Stash the real method output for final flow result when emit is set
+                # (result is the collapsed outcome string for routing, but we want to
+                # preserve the actual method output as the flow's final result)
+                if emit:
+                    self._human_feedback_method_output = method_output
+
                 return result
 
             wrapper: Any = async_wrapper
@@ -615,6 +621,12 @@ def human_feedback(
                 ):
                     _distill_and_store_lessons(self, method_output, raw_feedback)
 
+                # Stash the real method output for final flow result when emit is set
+                # (result is the collapsed outcome string for routing, but we want to
+                # preserve the actual method output as the flow's final result)
+                if emit:
+                    self._human_feedback_method_output = method_output
+
                 return result
 
             wrapper = sync_wrapper

lib/crewai/tests/test_human_feedback_decorator.py

@@ -246,7 +246,7 @@ class TestHumanFeedbackExecution:
     @patch("builtins.input", return_value="")
     @patch("builtins.print")
     def test_empty_feedback_with_default_outcome(self, mock_print, mock_input):
-        """Test empty feedback uses default_outcome."""
+        """Test empty feedback uses default_outcome for routing, but flow returns method output."""
 
         class TestFlow(Flow):
             @start()
@@ -264,14 +264,16 @@ class TestHumanFeedbackExecution:
         with patch.object(flow, "_request_human_feedback", return_value=""):
             result = flow.kickoff()
 
-        assert result == "needs_work"
+        # Flow result is the method's return value, NOT the collapsed outcome
+        assert result == "Content"
         assert flow.last_human_feedback is not None
+        # But the outcome is still correctly set for routing purposes
         assert flow.last_human_feedback.outcome == "needs_work"
 
     @patch("builtins.input", return_value="Approved!")
     @patch("builtins.print")
     def test_feedback_collapsing(self, mock_print, mock_input):
-        """Test that feedback is collapsed to an outcome."""
+        """Test that feedback is collapsed to an outcome for routing, but flow returns method output."""
 
         class TestFlow(Flow):
             @start()
@@ -291,8 +293,10 @@ class TestHumanFeedbackExecution:
         ):
             result = flow.kickoff()
 
-        assert result == "approved"
+        # Flow result is the method's return value, NOT the collapsed outcome
+        assert result == "Content"
         assert flow.last_human_feedback is not None
+        # But the outcome is still correctly set for routing purposes
         assert flow.last_human_feedback.outcome == "approved"
 
 
@@ -591,3 +595,134 @@ class TestHumanFeedbackLearn:
         assert config.learn is True
         # llm defaults to "gpt-4o-mini" at the function level
         assert config.llm == "gpt-4o-mini"
+
+
+class TestHumanFeedbackFinalOutputPreservation:
+    """Tests for preserving method return value as flow's final output when @human_feedback with emit is terminal.
+
+    This addresses the bug where the flow's final output was the collapsed outcome string (e.g., 'approved')
+    instead of the method's actual return value when a @human_feedback method with emit is the final method.
+    """
+
+    @patch("builtins.input", return_value="Looks good!")
+    @patch("builtins.print")
+    def test_final_output_is_method_return_not_collapsed_outcome(
+        self, mock_print, mock_input
+    ):
+        """When @human_feedback with emit is the final method, flow output is the method's return value."""
+
+        class FinalHumanFeedbackFlow(Flow):
+            @start()
+            @human_feedback(
+                message="Review this content:",
+                emit=["approved", "rejected"],
+                llm="gpt-4o-mini",
+            )
+            def generate_and_review(self):
+                # This dict should be the final output, NOT the string 'approved'
+                return {"title": "My Article", "content": "Article content here", "status": "ready"}
+
+        flow = FinalHumanFeedbackFlow()
+
+        with (
+            patch.object(flow, "_request_human_feedback", return_value="Looks great, approved!"),
+            patch.object(flow, "_collapse_to_outcome", return_value="approved"),
+        ):
+            result = flow.kickoff()
+
+        # The final output should be the actual method return value, not the collapsed outcome
+        assert isinstance(result, dict), f"Expected dict, got {type(result).__name__}: {result}"
+        assert result == {"title": "My Article", "content": "Article content here", "status": "ready"}
+        # But the outcome should still be tracked in last_human_feedback
+        assert flow.last_human_feedback is not None
+        assert flow.last_human_feedback.outcome == "approved"
+
+    @patch("builtins.input", return_value="approved")
+    @patch("builtins.print")
+    def test_routing_still_works_with_downstream_listener(self, mock_print, mock_input):
+        """When @human_feedback has a downstream listener, routing still triggers the listener."""
+        publish_called = []
+
+        class RoutingFlow(Flow):
+            @start()
+            @human_feedback(
+                message="Review:",
+                emit=["approved", "rejected"],
+                llm="gpt-4o-mini",
+            )
+            def review(self):
+                return {"content": "original content"}
+
+            @listen("approved")
+            def publish(self):
+                publish_called.append(True)
+                return {"published": True, "timestamp": "2024-01-01"}
+
+        flow = RoutingFlow()
+
+        with (
+            patch.object(flow, "_request_human_feedback", return_value="LGTM"),
+            patch.object(flow, "_collapse_to_outcome", return_value="approved"),
+        ):
+            result = flow.kickoff()
+
+        # The downstream listener should have been triggered
+        assert len(publish_called) == 1, "publish() should have been called"
+        # The final output should be from the listener, not the human_feedback method
+        assert result == {"published": True, "timestamp": "2024-01-01"}
+
+    @patch("builtins.input", return_value="")
+    @patch("builtins.print")
+    @pytest.mark.asyncio
+    async def test_async_human_feedback_final_output_preserved(self, mock_print, mock_input):
+        """Async @human_feedback methods also preserve the real return value."""
+
+        class AsyncFinalFlow(Flow):
+            @start()
+            @human_feedback(
+                message="Review async content:",
+                emit=["approved", "rejected"],
+                llm="gpt-4o-mini",
+                default_outcome="approved",
+            )
+            async def async_generate(self):
+                return {"async_data": "value", "computed": 42}
+
+        flow = AsyncFinalFlow()
+
+        with (
+            patch.object(flow, "_request_human_feedback", return_value=""),
+        ):
+            result = await flow.kickoff_async()
+
+        # The final output should be the dict, not "approved"
+        assert isinstance(result, dict), f"Expected dict, got {type(result).__name__}: {result}"
+        assert result == {"async_data": "value", "computed": 42}
+        assert flow.last_human_feedback.outcome == "approved"
+
+    @patch("builtins.input", return_value="feedback")
+    @patch("builtins.print")
+    def test_method_outputs_contains_real_output(self, mock_print, mock_input):
+        """The _method_outputs list should contain the real method output, not the collapsed outcome."""
+
+        class OutputTrackingFlow(Flow):
+            @start()
+            @human_feedback(
+                message="Review:",
+                emit=["approved", "rejected"],
+                llm="gpt-4o-mini",
+            )
+            def generate(self):
+                return {"data": "real output"}
+
+        flow = OutputTrackingFlow()
+
+        with (
+            patch.object(flow, "_request_human_feedback", return_value="approved"),
+            patch.object(flow, "_collapse_to_outcome", return_value="approved"),
+        ):
+            flow.kickoff()
+
+        # _method_outputs should contain the real output
+        assert len(flow._method_outputs) == 1
+        assert flow._method_outputs[0] == {"data": "real output"}

lib/crewai/tests/test_human_feedback_integration.py

@@ -708,7 +708,7 @@ class TestEdgeCases:
     @patch("builtins.input", return_value="")
     @patch("builtins.print")
     def test_empty_feedback_first_outcome_fallback(self, mock_print, mock_input):
-        """Test that empty feedback without default uses first outcome."""
+        """Test that empty feedback without default uses first outcome for routing, but returns method output."""
 
         class FallbackFlow(Flow):
             @start()
@@ -726,12 +726,15 @@ class TestEdgeCases:
         with patch.object(flow, "_request_human_feedback", return_value=""):
             result = flow.kickoff()
 
-        assert result == "first"  # Falls back to first outcome
+        # Flow result is the method's return value, NOT the collapsed outcome
+        assert result == "content"
+        # But outcome is still set to first for routing purposes
+        assert flow.last_human_feedback.outcome == "first"
 
     @patch("builtins.input", return_value="whitespace only   ")
     @patch("builtins.print")
     def test_whitespace_only_feedback_treated_as_empty(self, mock_print, mock_input):
-        """Test that whitespace-only feedback is treated as empty."""
+        """Test that whitespace-only feedback is treated as empty for routing, but returns method output."""
 
         class WhitespaceFlow(Flow):
             @start()
@@ -749,7 +752,10 @@ class TestEdgeCases:
         with patch.object(flow, "_request_human_feedback", return_value="   "):
             result = flow.kickoff()
 
-        assert result == "reject"  # Uses default because feedback is empty after strip
+        # Flow result is the method's return value, NOT the collapsed outcome
+        assert result == "content"
+        # But outcome is set to default because feedback is empty after strip
+        assert flow.last_human_feedback.outcome == "reject"
 
     @patch("builtins.input", return_value="feedback")
     @patch("builtins.print")