Our approach demonstrates the potential of LLMs to enhance traditional fuzzing by providing targeted, intelligent input generation. Experimental results show that our approach can achieve up to six times more code coverage after 24h compared to using AFL alone. Furthermore, in our tests, our method...
For the rest of the tutorial, we will take RAG as an example to demonstrate how to evaluate an LLM application. But before that, here’s a very quick refresher on RAG. This is what a RAG application might look like: In a RAG application, the goal is to enhance the quality of respons...
The prompt is one of the best ways you can influence the outcome of the LLM, and in this article, we’ll share some tips and tricks on how to get your prompts right. Prompts 101 It’s quite expensive to build and train your own Large Language Models. Most people prefer to use a pr...
LLM10: Model TheftUnauthorized access and use of proprietary LLMs.Corporate espionage focused on LLM models. The Intersection of Code Quality and Specific Risks While all of the Top 10 risks are important to LLM security, only a subset represents the intersection of code quality and LLMs. Speci...
Consider adding specialized sources to train your AI chatbot in the 'Knowledge sources' tab. In the 'Function calls' tab, you can set upfunction callsfor your bot. With function calls, you can trigger third-party API requests based on conversational cues. This can be very useful for a weat...
I try to integrate my intel arc A750 in Windows 10 in wsl ( Windows Subsystm for Linux ) to train and execute LLM on it with the oneapi toolkit but it never works even though I follow the guide on intel so I ask here for help if someone has d...
Here’s a guide to selecting an LLM. Consider adding specialized sources to train your AI chatbot in the 'Knowledge sources' tab. In the 'Function calls' tab, you can set up function calls for your bot. With function calls, you can trigger third-party API requests based on conversational...
AI is taking the world by storm, and while you could use Google Bard or ChatGPT, you can also use a locally-hosted one on your Mac. Here's how to use the new MLC LLM chat app.
A QA Team relies on leaders to set quality standards. He or she provides necessary support to team members for making improvements in their work. It is the responsibility of the QA lead to provide constructive advice. Collaborating and Management The role of a QA team comes with the responsibi...
However, even the most advanced LLMs4Code can inevitably contain incorrect or outdated code knowledge. Due to the high cost of training LLMs4Code, it is impractical to re-train the models for fixing these problematic code knowledge. Model editing is a new technical field for effectively and ...