Clarifai has introduced several new features and improvements, including the private preview of its Compute Orchestration system, which allows for efficient deployment of inference workloads across various environments. New models like Pixtral 12B and Granite-3.0-8B-Instruct have been added to enhance multimodal language processing and multilingual understanding, respectively. The Clarifai Control Center now includes a Costs & Budget tab for financial tracking, and new text-based data pre-processing pipelines have been released to streamline data ingestion. Important changes to API key usage now require PATs for accessing certain models, and a new OCR Evaluation Module has been introduced to assess OCR workflow performance. Additional updates include enhanced labeling task management, granular access controls for team members, and improvements to the Smart Text Search feature.