fix(pico): deliver per-turn token usage to the streamer

Two bugs prevented the usage block from ever reaching the wire:

1. CallLLM read turnStateFromContext(ctx), but the raw ctx is not seeded
   with the turn state (only turnCtx is), so SetLastUsage/SetLastFinishReason
   were dropped — GetLastUsage() returned nil at finalize. Set them on the
   ts parameter directly, which is also what the streaming publisher reads.

2. The manager wraps the channel streamer in finalizeHookStreamer /
   splitMarkerStreamer, neither of which forwarded SetTurnUsage (it is not
   part of the bus.Streamer interface), so the type assertion in the
   publisher's Finalize failed silently. Mirror the existing SetModelName
   forwarding: add a turnUsageStreamer interface + setStreamerTurnUsage
   helper and SetTurnUsage methods on both wrappers (splitMarker also stores
   and re-applies usage to each freshly-begun part streamer).

Adds regression tests asserting both wrappers forward SetTurnUsage.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

pkg/agent/pipeline_llm.go

@@ -495,11 +495,16 @@ func (p *Pipeline) CallLLM(
 		}
 	}
 
-	// Save finishReason to turnState for SubTurn truncation detection
+	// Save finishReason and usage on the turn state. Use ts directly (the
-	if innerTS := turnStateFromContext(ctx); innerTS != nil {
+	// authoritative turn state for this call) rather than a context lookup:
-		innerTS.SetLastFinishReason(exec.response.FinishReason)
+	// the raw ctx passed to CallLLM is not seeded with turnState (only turnCtx
+	// is), so turnStateFromContext(ctx) returns nil here and silently dropped
+	// both the finish reason and the per-turn token usage. ts is also exactly
+	// what the streaming publisher reads via GetLastUsage at finalize.
+	if ts != nil {
+		ts.SetLastFinishReason(exec.response.FinishReason)
 		if exec.response.Usage != nil {
-			innerTS.SetLastUsage(exec.response.Usage)
+			ts.SetLastUsage(exec.response.Usage)
 		}
 	}
 

pkg/channels/manager.go

@@ -699,6 +699,20 @@ func setStreamerModelName(streamer any, modelName string) {
 	setter.SetModelName(modelName)
 }
 
+type turnUsageStreamer interface {
+	SetTurnUsage(inputTokens, outputTokens int)
+}
+
+// setStreamerTurnUsage forwards real per-turn token usage to a streamer that
+// supports it, transparently unwrapping the manager's streamer wrappers.
+func setStreamerTurnUsage(streamer any, inputTokens, outputTokens int) {
+	setter, ok := streamer.(turnUsageStreamer)
+	if !ok {
+		return
+	}
+	setter.SetTurnUsage(inputTokens, outputTokens)
+}
+
 // splitMarkerStreamer turns accumulated streaming text containing
 // MessageSplitMarker into separate channel stream messages.
 type splitMarkerStreamer struct {
@@ -711,6 +725,8 @@ type splitMarkerStreamer struct {
 	onFinalize       func(context.Context, string)
 	clearMarker      func()
 	modelName        string
+	turnInputTokens  int
+	turnOutputTokens int
 }
 
 func (s *splitMarkerStreamer) Update(ctx context.Context, content string) error {
@@ -761,6 +777,14 @@ func (s *splitMarkerStreamer) SetModelName(modelName string) {
 	setStreamerModelName(s.reasoning, s.modelName)
 }
 
+func (s *splitMarkerStreamer) SetTurnUsage(inputTokens, outputTokens int) {
+	s.mu.Lock()
+	defer s.mu.Unlock()
+	s.turnInputTokens = inputTokens
+	s.turnOutputTokens = outputTokens
+	setStreamerTurnUsage(s.current, s.turnInputTokens, s.turnOutputTokens)
+}
+
 func (s *splitMarkerStreamer) Cancel(ctx context.Context) {
 	s.mu.Lock()
 	defer s.mu.Unlock()
@@ -840,6 +864,7 @@ func (s *splitMarkerStreamer) ensureCurrentLocked(ctx context.Context) error {
 	}
 	s.current = streamer
 	setStreamerModelName(s.current, s.modelName)
+	setStreamerTurnUsage(s.current, s.turnInputTokens, s.turnOutputTokens)
 	return nil
 }
 
@@ -928,6 +953,10 @@ func (s *finalizeHookStreamer) SetModelName(modelName string) {
 	setStreamerModelName(s.Streamer, strings.TrimSpace(modelName))
 }
 
+func (s *finalizeHookStreamer) SetTurnUsage(inputTokens, outputTokens int) {
+	setStreamerTurnUsage(s.Streamer, inputTokens, outputTokens)
+}
+
 func (s *finalizeHookStreamer) runFinalizeHook(ctx context.Context, content string) {
 	if s.onFinalize != nil {
 		s.onFinalize(ctx, content)

pkg/channels/manager_test.go

@@ -3383,3 +3383,56 @@ func TestManager_SendPlaceholder(t *testing.T) {
 		t.Error("expected SendPlaceholder to fail for unknown channel")
 	}
 }
+
+// turnUsageTrackingStreamer is a mockStreamer that records SetTurnUsage calls,
+// used to verify the manager's streamer wrappers forward per-turn token usage
+// to the inner streamer (regression: the wrappers previously dropped it because
+// SetTurnUsage is not part of the bus.Streamer interface).
+type turnUsageTrackingStreamer struct {
+	mockStreamer
+	inputTokens  int
+	outputTokens int
+	usageCalls   int
+}
+
+func (m *turnUsageTrackingStreamer) SetTurnUsage(inputTokens, outputTokens int) {
+	m.usageCalls++
+	m.inputTokens = inputTokens
+	m.outputTokens = outputTokens
+}
+
+func TestFinalizeHookStreamerForwardsTurnUsage(t *testing.T) {
+	inner := &turnUsageTrackingStreamer{}
+	wrapper := &finalizeHookStreamer{Streamer: inner}
+
+	setter, ok := any(wrapper).(turnUsageStreamer)
+	if !ok {
+		t.Fatal("finalizeHookStreamer does not satisfy turnUsageStreamer")
+	}
+	setter.SetTurnUsage(1234, 567)
+
+	if inner.usageCalls != 1 {
+		t.Fatalf("inner SetTurnUsage calls = %d, want 1", inner.usageCalls)
+	}
+	if inner.inputTokens != 1234 || inner.outputTokens != 567 {
+		t.Errorf("inner usage = (%d, %d), want (1234, 567)", inner.inputTokens, inner.outputTokens)
+	}
+}
+
+func TestSplitMarkerStreamerForwardsTurnUsage(t *testing.T) {
+	inner := &turnUsageTrackingStreamer{}
+	wrapper := &splitMarkerStreamer{current: inner}
+
+	setter, ok := any(wrapper).(turnUsageStreamer)
+	if !ok {
+		t.Fatal("splitMarkerStreamer does not satisfy turnUsageStreamer")
+	}
+	setter.SetTurnUsage(1234, 567)
+
+	if inner.usageCalls != 1 {
+		t.Fatalf("inner SetTurnUsage calls = %d, want 1", inner.usageCalls)
+	}
+	if inner.inputTokens != 1234 || inner.outputTokens != 567 {
+		t.Errorf("inner usage = (%d, %d), want (1234, 567)", inner.inputTokens, inner.outputTokens)
+	}
+}