Adapt corrections through PromptKit

internal/framework/llm/promptkit_client.go

@@ -119,6 +119,10 @@ func (c *PromptKitClient) CompleteStructured(ctx context.Context, req contracts.
 	if req.StructuredOutputRepairAttempts != nil && (*req.StructuredOutputRepairAttempts < 0 || *req.StructuredOutputRepairAttempts > 3) {
 		return contracts.StructuredCompletionResponse{}, fmt.Errorf("structured output repair attempts must be between zero and three")
 	}
+	appendedMessages, err := promptKitCorrectionMessages(req.Correction)
+	if err != nil {
+		return contracts.StructuredCompletionResponse{}, fmt.Errorf("structured completion correction: %w", err)
+	}
 	promptID := strings.TrimSpace(req.PromptID)
 	if promptID == "" {
 		return contracts.StructuredCompletionResponse{}, fmt.Errorf("structured completion prompt_id must not be empty")
@@ -133,13 +137,14 @@ func (c *PromptKitClient) CompleteStructured(ctx context.Context, req contracts.
 	}
 
 	runReq := promptkit.RunRequest{
-		PromptID:      promptID,
-		PromptVersion: strings.TrimSpace(req.PromptVersion),
-		ProfileID:     strings.TrimSpace(req.ProfileID),
-		SessionID:     sessionID,
-		Inputs:        promptKitInputs(req.Inputs),
-		Vars:          promptKitVars(req, sessionID),
-		Execution:     execution,
+		PromptID:         promptID,
+		PromptVersion:    strings.TrimSpace(req.PromptVersion),
+		ProfileID:        strings.TrimSpace(req.ProfileID),
+		SessionID:        sessionID,
+		Inputs:           promptKitInputs(req.Inputs),
+		Vars:             promptKitVars(req, sessionID),
+		Execution:        execution,
+		AppendedMessages: appendedMessages,
 	}
 	if req.StructuredOutputRepairAttempts != nil {
 		inspection, err := c.engine.InspectPrompt(ctx, promptID, strings.TrimSpace(req.PromptVersion))
@@ -213,6 +218,20 @@ func (c *PromptKitClient) CompleteStructured(ctx context.Context, req contracts.
 	return response, nil
 }
 
+func promptKitCorrectionMessages(correction *contracts.SemanticCorrection) ([]promptkit.RenderedMessage, error) {
+	owned, err := contracts.CloneSemanticCorrection(correction)
+	if err != nil {
+		return nil, err
+	}
+	if owned == nil {
+		return nil, nil
+	}
+	return []promptkit.RenderedMessage{
+		{Role: promptkit.RoleAssistant, Content: string(owned.AssistantResponse)},
+		{Role: promptkit.RoleUser, Content: owned.UserGuidance},
+	}, nil
+}
+
 func promptKitDebugGenerationError(prepared *promptkit.PreparedRun, generationErr *promptkit.GenerationError) *contracts.LLMDebugResponse {
 	if generationErr == nil {
 		return nil