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What is garak?

Garak assesses the possible shortcomings of an LLM in various negative scenarios, focusing on issues such as hallucination, data leakage, prompt injection, misinformation, toxicity, jailbreaks, and other potential weaknesses. This tool, which is freely available, is built with a commitment to ongoing development, always striving to improve its features for enhanced application support. Functioning as a command-line utility, Garak is suitable for both Linux and OSX users and can be effortlessly downloaded from PyPI for immediate use. The pip version of Garak undergoes frequent updates to maintain its relevance, and it is advisable to install it within its own Conda environment due to specific dependencies. To commence a scan, users must specify the model that requires analysis; Garak will, by default, run all applicable probes on that model using the recommended vulnerability detectors for each type. As the scanning progresses, users will observe a progress bar for each probe loaded, and once completed, Garak will deliver a comprehensive report detailing the results from every probe across all detectors. This functionality makes Garak an essential tool not only for assessment but also as a crucial asset for researchers and developers who seek to improve the safety and dependability of LLMs in their projects. Additionally, Garak's user-friendly interface ensures that even those less experienced can navigate its features with ease, further broadening its accessibility and impact within the field.

What is FortiAIOps?

FortiAIOps revolutionizes IT operations by utilizing advanced artificial intelligence to provide proactive visibility, thereby enhancing the efficiency of network management systems. Tailored for Fortinet networks, this AI/ML solution facilitates quick data collection and effectively identifies anomalies within the network. The dataset for FortiAIOps is enriched by various Fortinet devices such as FortiAPs, FortiSwitches, FortiGates, SD-WAN, and FortiExtender, which play a vital role in generating insights and correlating events that are essential for the network operations center (NOC). This innovative system ensures comprehensive visibility throughout the entire OSI model, delivering detailed Layer 1 information, including RF spectrum analysis to pinpoint possible Wi-Fi disruptions. Furthermore, it offers significant Layer 7 application insights that help in tracking the applications traversing both Ethernet and SD-WAN connections. To enhance network management, users have access to a variety of troubleshooting tools like VLAN probing, cable verification, spectrum analysis, and service assurance, empowering them to effectively diagnose and rectify issues. Consequently, these capabilities enable organizations to optimize their network performance and maintain seamless operations. With FortiAIOps, businesses can not only resolve issues promptly but also proactively prevent future complications.