Robust Intelligence

AI Governance AI Safety & Ethics AI Bias Detection
service
4.5 · 1 reseña

Robust Intelligence, now part of Cisco following its acquisition in 2024, is an AI security and validation platform that helps organizations protect their AI applications from adversarial attacks, data integrity issues, and model failures. Founded in 2019 by Yaron Singer, a professor of computer science at Harvard University, and Kojin Oshiba, and originally headquartered in San Francisco, California, the company developed technology to systematically test and secure AI models throughout their lifecycle. The platform's core product is the AI Firewall, which provides real-time protection for AI models in production by detecting and blocking adversarial inputs, prompt injections, data poisoning, and other attacks designed to manipulate model behavior. The AI Firewall inspects inputs to and outputs from AI models, applying validation rules and adversarial detection algorithms to prevent harmful or manipulated data from affecting model predictions. Robust Intelligence also provides automated AI testing through its Stress Testing product, which runs hundreds of configurable tests across categories including adversarial robustness, data integrity, bias and fairness, and model performance degradation. These tests can be integrated into CI/CD pipelines to validate models before deployment, acting as a quality gate for AI systems. The platform supports both traditional machine learning models and large language models, with specific capabilities for testing LLM applications including prompt injection detection, hallucination testing, and output safety validation. As part of Cisco's security portfolio, Robust Intelligence's technology is being integrated into Cisco's broader AI security and networking offerings. The platform is delivered as a SaaS solution and also supports on-premises deployment for organizations with strict data residency requirements. Pricing is enterprise-focused with custom contracts.

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Robust Intelligence (ahora parte de Cisco) ofrece una plataforma integral de seguridad y validación de IA diseñada para implementaciones de ML de nivel empresarial. Su principal fortaleza radica en la gestión automatizada del riesgo de IA: prueba continuamente los modelos para detectar vulnerabilidades, sesgos y amenazas adversariales antes y después de la implementación. El Firewall de IA de la plataforma es una función destacada, que proporciona protección en tiempo real contra inyecciones de prompts, envenenamiento de datos y manipulación de modelos. Para la detección de sesgos, ofrece pruebas de equidad exhaustivas en atributos protegidos, aunque la configuración requiere cierta experiencia en ML. Las capacidades de pruebas de estrés son impresionantes, ya que simulan cientos de vectores de ataque para detectar proactivamente las debilidades del modelo. La integración es compatible a través de API y la compatibilidad con canalizaciones CI/CD lo hace viable para flujos de trabajo de MLOps. La principal limitación es la accesibilidad: el precio empresarial personalizado lo pone fuera del alcance de equipos más pequeños y startups, y la curva de aprendizaje puede ser pronunciada. La documentación es sólida pero podría beneficiarse de más tutoriales prácticos. Para organizaciones que implementan IA a escala con requisitos serios de cumplimiento normativo y seguridad, Robust Intelligence es una de las plataformas más capaces disponibles.