Real time adaptive threat detection
Keeping threat detection deep learning models updated with the latest threat intel and reducing the false positive rate can be challenging problems for even the most sophisticated teams. New threats emerge in between training cycles and require either complex overlay processing and/or expensive, frequent retraining cycles. False positives are more numerous without scalable online learning and the systemic incorporation of specific local context. Orca’s real-time updatability without retraining, agentic co-pilots for accelerated online learning, and real-time model customization combine to provide continuous performance and efficient scale for threat detection.
Immediate incorporation of new threat intelligence
Rather than queue up a growing backlog of new threats with overlay triage systems to hold down the fort until the next retraining, Orca enables immediate update of the memory datasets which drive the model without retraining lag. These updates can be programmatic to automate the incorporation of the latest threat intel feeds and other discovered threats in real time.
Reducing false postives
Orca’s system can update the memory dataset, which drives the model after each inference result, thus providing an online learning mechanism to continuously improve the false positive rate. Unlike other systems, in the event this feedback is not accurate (e.g. true positive vs. false positive), Orca enables corrections in bulk to the memory datasets with instant correction of the model. In addition, previous inferences that were possibly mis-classed can be flagged for investigation. Orca’s memory swapping capability enables a mix of global context (applies to all customers/use cases) and local context (applies only to specific individual customer/use cases). At each inference, the threat detection is completely customized to the specific circumstances of who/what is being targeted, and this optimization of the detection is accomplished efficiently without model proliferation, cumbersome rules engines, or expensive repetitive batch updates.
Orca’s system architecture enables new levels of continuous update and automation to adapt threat detection in real time.
Find out if Orca is right for you
Speak to our engineering team to learn how we can help you unlock high performance agentic AI / LLM evaluation, real-time adaptive ML, and accelerated AI operations.