Intelligent Delivery: Making Every Unit of Compute Serve Better Ads

Meta has developed a new system to optimize how computing power is distributed across its ad ranking models, which are increasing in complexity faster than available hardware can support. By dynamically allocating resources to the specific ad requests and models that benefit most from extra processing, the company aims to improve overall system efficiency. This approach addresses the growing challenge of maintaining ad performance as internal model scales begin to rival large language models.