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What is open-appsec?

Open-appsec is an innovative open-source project that leverages machine learning to deliver proactive security measures for web applications and APIs, safeguarding against the OWASP Top 10 vulnerabilities as well as zero-day exploits. This system can be seamlessly integrated as an add-on to Kubernetes Ingress, NGINX, Envoy, and various API Gateways. The core engine of open-appsec observes typical user interactions with your web application, utilizing this behavior data to identify any requests that deviate from established norms, subsequently forwarding these anomalies for further scrutiny to determine their potential maliciousness. To achieve this, open-appsec employs two distinct machine learning models: 1. A supervised model developed offline, drawing insights from millions of both malicious and harmless requests. 2. An unsupervised model that evolves in real time within the protected environment, focusing on the unique traffic patterns of that specific setting. In addition to its robust detection capabilities, open-appsec streamlines maintenance by eliminating the need for frequent threat signature updates and exception management, which are often prerequisites in many conventional WAF solutions. Overall, open-appsec not only enhances security but also reduces the complexity typically associated with managing web application firewalls.

What is Arch?

Arch functions as an advanced gateway that protects, supervises, and customizes the performance of AI agents by fluidly connecting with your APIs. Utilizing Envoy Proxy, Arch guarantees secure data handling, smart traffic management, comprehensive monitoring, and smooth integration with backend systems, all while maintaining a separation from business logic. Its architecture operates externally, accommodating a range of programming languages, which facilitates quick deployments and seamless updates. Designed with cutting-edge sub-billion parameter Large Language Models (LLMs), Arch excels in carrying out critical prompt-related tasks, such as personalizing APIs through function invocation, applying prompt safeguards to reduce harmful content or circumventing attempts, and identifying shifts in intent to enhance both retrieval accuracy and response times. By expanding Envoy's cluster subsystem, Arch effectively oversees upstream connections to LLMs, promoting the development of powerful AI applications. In addition, it serves as a front-end gateway for AI applications, offering essential features like TLS termination, rate limiting, and prompt-based routing. These robust functionalities establish Arch as a vital resource for developers who aspire to improve the effectiveness and security of their AI-enhanced solutions, while also delivering a smooth user experience. Moreover, Arch's flexibility and adaptability ensure it can evolve alongside the rapidly changing landscape of AI technology.