IT & Technology

Vulnerability Representation Detection: Map the latent space to known code vulnerability signatures (e.g., insecure functions, common software flaws). Use RE to instantaneously detect when a generated code snippet activates this 'vulnerability' representation, allowing for real-time risk mitigation and correction.

Proprietary Data Vector Matching: Create specific representation vectors for sensitive source code, APIs, or internal methods. Monitor agent outputs against these high-fidelity vectors to prevent the model from exposing proprietary information learned during training or accessed during execution.

Adversarial Input Neutralization: Identify the representation of attempts to subvert agent instructions or access internal systems. Representation Steering is applied to shunt the model's response away from system-critical functions and towards a safe, canned refusal.