Financial Services

Bias Representation Suppression: Identify the latent dimensions responsible for demographic, geographic, or socioeconomic bias. Use RE to directly modulate or suppress these dimensions during inference, ensuring fair and equitable credit decisions and compliance with fair lending laws.

Malicious Intent Steering: Deploy RE to detect the presence of adversarial patterns (e.g., prompt injection) targeting transactional or advisory agents. The model's internal representation of "malicious intent" is neutralized or steered toward benign outputs before execution, securing high-value workflows.

Compliance Guardrail Activation: Establish a compliance-related vector that flags outputs resembling regulated financial advice. Use RE to enforce a strict boundary, preventing the agent from generating non-compliant recommendations and maintaining fiduciary integrity.