📄 Just came across an intriguing document titled “Teams of LLM Agents can Exploit Zero-Day Vulnerabilities” that dives deep into the abilities of large language model (LLM) agents in the field of cybersecurity. Here’s a detailed summary:

The document titled “Teams of LLM Agents can Exploit Zero-Day Vulnerabilities” explores the capabilities of large language model (LLM) agents in the realm of cybersecurity, specifically focusing on their ability to exploit zero-day vulnerabilities. Here is a detailed summary:

Abstract and Introduction

The paper highlights the increasing sophistication of LLM agents in cybersecurity, noting their ability to exploit known vulnerabilities but their struggles with zero-day vulnerabilities. To address this, the authors introduce HPTSA (Hierarchical Planning and Task-Specific Agents), a system where a planning agent coordinates subagents to handle different tasks, improving long-term planning and exploration of vulnerabilities(Fang et al., 2024).

HPTSA Framework

HPTSA consists of three main components:

1. Hierarchical Planner: Explores the environment and determines which vulnerabilities to target.
2. Team Manager: Decides which task-specific agents to deploy based on the planner’s instructions.
3. Task-Specific Agents: Specialized agents designed to exploit specific types of vulnerabilities such as SQL injection (SQLi), Cross-Site Scripting (XSS), and Cross-Site Request Forgery (CSRF)(Fang et al., 2024).

Benchmark and Evaluation

The authors developed a benchmark of 15 real-world zero-day vulnerabilities to test HPTSA. These vulnerabilities were chosen based on their reproducibility and severity, ensuring they were not part of the training data for the LLM used (GPT-4)(Fang et al., 2024). HPTSA was evaluated against other agents and open-source vulnerability scanners, showing significant improvements in performance. HPTSA achieved a pass at 5 of 53% and a pass at 1 of 33.3%, outperforming other methods by up to 4.5 times(Fang et al., 2024).

Case Studies and Limitations

The paper includes case studies demonstrating successful and unsuccessful attempts to exploit vulnerabilities, highlighting the strengths and weaknesses of HPTSA. For example, HPTSA successfully exploited XSS and CSRF vulnerabilities in flusity-CMS but failed to exploit certain vulnerabilities due to the lack of accessible endpoints or specific routes(Fang et al., 2024).

Cost Analysis

The cost of using HPTSA was analyzed, showing that while the per-run cost is comparable to previous methods, the overall cost per successful exploit is higher. However, the authors anticipate that the cost of using AI agents will decrease over time, potentially making them more cost-effective than human penetration testers(Fang et al., 2024).

Related Work and Conclusions

The paper situates its contributions within the broader context of AI and cybersecurity research, noting that while previous work has shown the potential of AI agents in cybersecurity, HPTSA is the first to demonstrate effective exploitation of zero-day vulnerabilities using a multi-agent system(Fang et al., 2024). The authors conclude that AI agents will likely play an increasing role in both offensive and defensive cybersecurity, though further research is needed to fully understand their implications(Fang et al., 2024).

Acknowledgements and References

The research was funded in part by the Open Philanthropy project, and the paper includes a comprehensive list of references to related work in the fields of AI and cybersecurity(Fang et al., 2024).

This summary encapsulates the key points and findings of the document, providing a comprehensive overview of the research and its implications.

#Cybersecurity #AI #LLMAgents #ZeroDayVulnerabilities #Research

Feel free to share your thoughts or insights on this!

Generate hilarious AI memes instantly with an AI meme generator. Simply input text or upload a photo and let the AI do the rest. Easily create one-of-a-kind memes!

As the internet culture continues to evolve, memes have become an integral part of online communication. From conveying humor to expressing emotions, memes have gained immense popularity across various social media platforms, especially those generated by AI meme makers which often go viral. Users are constantly looking for new ways to create engaging and shareable content, and this is where AI meme generators come into play.
Meme Generator: to Turn Text into Meme. AI Generated Memes.

Understanding Memes and Their Popularity

Memes are humorous, relatable, or satirical images, videos, or pieces of text that are rapidly shared and spread across the internet. They often use a template structure, known as meme templates, which allow users to easily insert their own text or captions, ensuring that the AI memes created are of high quality and potentially viral. The viral nature of memes makes them a powerful tool for expressing ideas and emotions in a concise and impactful manner.

Traditional Meme Generators vs AI Meme Generators

Traditional meme generators and AI meme generators represent a fascinating evolution in digital humor. Traditional meme generators rely on user input for creating memes; users select images and add captions typically using preset fonts and formatting, thereby limiting their creativity to the user’s direct input and imaginations anchored by familiar internet culture. In contrast, AI meme generators, which employ machine learning algorithms, can generate ideas, captions, and images based on vast datasets of existing memes and cultural references. This allows them to create more personalized and contextually relevant content, potentially introducing a new layer of sophistication and unpredictability with the usage of AI-generated memes. While traditional generators foster a DIY spirit amongst users, AI counterparts offer a glimpse into a future where technology further blurs the line between creator and creation, although they may also raise concerns about maintaining the authentic, human touch in humor.

5 most famous AI meme generators

The Role of AI in Meme Creation

AI technology has revolutionized the way memes are created, allowing users to generate memes instantly with just a few text inputs. AI meme generators use pre-defined templates and advanced algorithms to turn simple text prompts into funny and expressive images. By understanding the trends and preferences of the audience, AI-powered meme makers ensure that the generated memes are high-quality, safe to use, and resonate with users.

How Does an AI Meme Generator Work?

AI meme generators utilize advanced algorithms to turn any text into humorous and relatable images, videos, or text pieces known as memes. By understanding audience trends, AI technology ensures the creation of high-quality, safe-to-use memes that resonate with users. These generators allow for quick and easy meme creation, enabling users to express ideas and emotions in a concise and impactful manner.

AI memes represent a new era of humor. They are not just about a funny image, but about understanding and replicating the nuances of humor that resonate with human emotions.

Generating Memes Using AI Technology

When generating memes using AI technology, users input text prompts that are transformed into engaging and shareable content. The AI analyzes trends and preferences to create unique memes that cater to the audience’s interests. By matching text inputs with appropriate meme templates, AI meme generators ensure that users can create viral and expressive memes effortlessly.

Turning Text into Memes with AI

AI technology seamlessly turns simple text into captivating memes by applying pre-defined templates and sophisticated algorithms. Users can let the AI transform any text into a meme by choosing the right template that suits the content. The randomness of AI ensures that each generated meme is a unique form of expression, allowing users to customize and edit memes according to their preferences.

Benefits of Using an AI Meme Generator

One of the primary benefits of using an AI meme generator is the ability to create unique memes in a snap. With AI-powered tools, users can generate funny and expressive images instantly, saving time and effort in meme creation. Additionally, customizing memes is made easy through AI technology, providing users with the flexibility to edit captions, fonts, and graphics to suit their preferences.

Creating Unique Memes in a Snap

AI meme generators enable users to create one-of-a-kind memes quickly and effortlessly. By leveraging AI technology, users can generate memes that stand out and appeal to their audience in a matter of seconds. The instant creation of memes allows users to keep up with the latest trends and share engaging content seamlessly across various online platforms.

Customizing Memes Easily

AI meme generators offer a user-friendly interface that allows for easy customization of memes. Users can edit captions, choose different fonts, and adjust graphics to create personalized and visually appealing memes. This level of customization empowers users to craft memes that suit their style and resonate with their target audience, enhancing engagement and interaction on social media.

Top Features of AI Meme Generators

AI meme generators offer various features that make meme creation a breeze. One of the key features is the use of AI-powered meme templates, allowing users to create memes with ease, ensuring that the AI memes become viral. The instant meme generation capability is another standout feature, enabling users to generate memes quickly and effortlessly.

AI-Powered Meme Templates

AI meme generators utilize advanced technology to provide users with a wide range of meme templates that are powered by AI algorithms. These templates are designed to cater to different preferences and trends, allowing users to create unique and engaging memes effortlessly. By leveraging AI-powered meme templates, users can easily customize and generate memes that resonate with their audience.

Instant Meme Generation

One of the most appealing features of AI meme generators is their ability to instantly generate memes. Users can input text prompts and within seconds, the free AI technology transforms them into funny and expressive images or videos. This instant generation feature saves time and effort, making meme creation a quick and enjoyable process for users.

Tips for Creating Eye-Catching Memes with AI

Creating eye-catching memes with AI involves understanding AI image processing techniques and utilizing AI filters and effects effectively. By tapping into the power of AI technology, users can enhance the visual appeal of their memes and create content that stands out on social media platforms.

Understanding AI Image Processing

AI image processing plays a crucial role in meme creation, as it allows users to enhance the quality and visual impact of their memes. By understanding how AI processes images and graphics, users can optimize their meme creation process and ensure that their memes are visually appealing and engaging for their audience.

Utilizing AI Filters and Effects

AI filters and effects can add a creative touch to memes, making them more visually appealing and engaging. By utilizing AI-powered filters and effects, users can enhance the aesthetic value of their memes and create content that resonates with their audience, ensuring the usage of AI in achieving high-quality results. Experimenting with different filters and effects can help users create unique and captivating memes that attract viewers’ attention.

Generate unique and engaging stories effortlessly with an AI story generator. Get writing prompts and let our AI storyteller inspire you.

Discover what is an AI Story Generator

An AI Story Generator is a tool that uses advanced AI to help writers bring their story ideas to life. Artificial intelligence to generate unique and original stories based on input provided by the user.

Storytelling has changed in the digital era with the use of new tools like AI story generators. These tools make it easier to create stories by entering a prompt and letting AI generate the story. The result is a unique and creative narrative that can serve as a foundation for further development or inspiration.

Use an AI story generator to easily create interesting and individual content. It works well for both beginners and professionals who need help with writer’s block.
Let an AI storyteller be your guide through a captivating tale generated by a cutting-edge story prompt.
Use an AI story generator to overcome writer’s block and create captivating stories from simple prompts.
Transform a basic prompt into a compelling narrative with the help of an AI storyteller and story generator.
Experience the magic of an AI story generator as it transforms a prompt into a captivating tale with ease.

Overview of AI Story Generators

AI story generators utilize advanced machine learning algorithms to analyze input prompts and generate stories accordingly. These algorithms can sift through vast amounts of data to identify patterns, themes, and structures commonly found in storytelling. Using AI, users can easily create interesting stories without needing to be skilled writers or spend a lot of time brainstorming.

AI story generators are equipped with natural language processing technology. This technology allows computers to understand and process human language in order to generate stories that mimic the way people write, using advanced AI to bring your story ideas to life. Natural language processing also enables these programs to suggest ideas for plot details, locations, and characters.

If you’re writing for film or television, the screenplay format is essential, and leveraging a completely free story generator can help bring your story to life. These tools can generate stories in this format, complete with scene headers, action lines, character names, and dialogue, making it easier for you to visualize your story on the screen.

AI story generators have the ability to rapidly produce captivating stories that revolve around your given prompt. 

If you’re looking to tell your story through verse, these tools can generate stories in a poetic format.

You can prompt the AI to create horror stories, funny stories, fantasy, mystery, anime, and basically anything else. Can do short stories or long stories – you could even try using this AI to write a novel! A story generator can help bring your story to life, regardless of length. 

Importance of AI in Storytelling

The integration of AI in storytelling brings numerous benefits to content creators and consumers alike. AI allows for the efficient generation of stories that cater to specific themes or genres, providing a tailored experience for the audience. Additionally, AI can help uncover unique story angles and plot twists that may not have been considered otherwise, enhancing the overall creativity and originality of the narrative.

5 AI story generators you can try

Benefits of Using AI Story Generator

Utilizing an AI story generator offers various advantages that can significantly enhance the storytelling experience for writers of all levels, whether you’re looking to combat writer’s block or find a new story idea.

Time-Saving Features

AI story generators save writers valuable time by swiftly analyzing a prompt and generating stories based on it. This feature eliminates the need for extensive brainstorming and research, allowing writers to focus on refining the narrative rather than struggling with the initial idea generation process, making it an indispensable tool for those experiencing writer’s block.

Creativity Enhancement

AI story generators can spark creativity by introducing unexpected plot twists or unique story elements that writers may not have considered independently, serving as a cure for writer’s block. By leveraging AI-generated content, writers can explore new storytelling avenues and enhance the originality of their narratives.

Accessibility to All Writers

One of the key benefits of using an AI story generator is its accessibility to writers of all skill levels. From novice writers looking to kick start their creativity to seasoned authors seeking inspiration, AI story generators offer a user-friendly platform for generating engaging stories effortlessly, free to use and ideal for overcoming writer’s block.

How to Use the Free AI Story Maker

Creating stories with our free AI story generator is a simple and efficient process. By following these steps, you can harness the power of AI to generate engaging narratives effortlessly.

Step 1: Accessing the Tool

To begin, navigate to an AI story generator tool. Just google AI story generator.

Step 2: Inputting Prompt or Theme

Once you have accessed the tool, input a prompt or theme that you would like the AI to base the story on. This could be a word, phrase, or a specific topic that serves as the creative foundation for the generated narrative, helping writers find the perfect story idea.

Step 3: Generating Story Content

After entering the prompt, click on the “Generate Story” button to initiate the AI’s narrative creation process. The AI will analyze the input and produce a unique story based on the provided prompt, offering you a creative starting point for further development.

Tips for Using AI Story Generator Effectively

Maximizing the potential of an AI story generator involves understanding its capabilities and leveraging its features to enhance your storytelling experience.

Understanding Output Variability

AI-generated stories may vary in style, tone, and content based on the input prompt and the algorithm’s interpretation, showcasing the advanced AI’s flexibility in story writing. Embrace this variability as it can present you with diverse story versions, each offering a unique perspective on your initial prompt.

Customizing Generated Stories

Customize the generated stories by tweaking elements such as character names, settings, or plot details. This customization allows you to personalize the narrative further and tailor it to your specific preferences or creative vision, making it an excellent tool for story writing.

Combining AI-Generated Content with Personal Touch

Blend the AI-generated content with your unique storytelling style to infuse the narrative with your personal flair. Adding your touch to the generated story can elevate its creativity and make it truly your own masterpiece.

https://colab.research.google.com/

https://microsoft.github.io/autogen/docs/Examples/

Petit guide pour trouver, évaluer et attirer les meilleurs développeurs, de la part d’un développeur.

Petit développeur où es-tu?

Où trouver les meilleurs développeurs 

Il est important d’explorer des canaux de recrutement efficaces, tels que LinkedIn, des forums spécialisés et des événements de networking dans le domaine de l’informatique.
Des plateformes en ligne telles que GitHub, et GitLab sont idéales pour trouver des développeurs de logiciels qualifiés. Ces plateformes regorgent de profils de développeurs expérimentés prêts à collaborer sur des projets variés. Stack Overflow est un site avec lequel vous pouvez recruter des développeurs de logiciels talentueux.

Pour la cybersécurité, hack the box est un bon choix particulièrement pour trouver un red teamer.

Le site web Indeed est parmi les meilleurs pour publier des offres d’emploi et attirer des développeurs talentueux.

Comment sélectionner les meilleurs développeurs 

Pour trouver les meilleurs profils, il faut tenir compte de critères importants : compétences techniques, projets précédents et recommandations.

En plus de consulter les profils, il est indispensable de vérifier les avis et évaluations des développeurs. Les retours d’autres clients peuvent vous donner un aperçu précieux sur la qualité du travail fourni par le freelance.

Collaborer avec un développeur expérimenté présente de nombreux avantages en termes de qualité du code, de respect des délais et de compréhension des enjeux spécifiques.

Pour embaucher un bon développeur, il est recommandé de faire passer des tests techniques par des experts et des projets pratiques pour évaluer ses compétences de manière objective. Les entretiens approfondis permettent d’évaluer à la fois les compétences techniques et la compatibilité avec la culture de l’entreprise.

Collaborer temporairement avec un développeur avant un engagement permanent est une bonne façon de tester sa compatibilité et la qualité de son travail.

Plusieurs critères doivent être pris en compte pour trouver les meilleurs développeurs pour votre projet. Rechercher un développeur avec une expérience pertinente dans des projets similaires est essentiel pour assurer la réussite de votre application.

Les compétences en programmation et un portfolio de réalisations antérieures vous aideront à évaluer la qualité du travail d’un développeur.

Comment attirer des développeurs talentueux

Pour attirer les meilleurs talents en développement, il est essentiel d’adopter des stratégies de recrutement innovantes. Cela peut comprendre la participation au capital des start-ups, la possibilité de travailler à distance, l’utilisation de matériel moderne ou des primes.

Ne supposez pas à l’avance ce que le développeur veut. Certains cherchent la stabilité, d’autres une évolution de carrières, certains sont attirés par les dernières technologies. Il est important d’être à l’écoute de leurs besoins. Un développeur freelance n’acceptera pas une offre d’emploi en CDI.
Donc, veuillez garder la possibilité de travailler en collaboration avec différents types de contrats.

In recent years, the debate surrounding the impact of artificial intelligence (AI) on the legal profession has intensified. The rise of technology and AI tools is causing worries about lawyers losing their jobs and how it will affect the industry. Experts have different opinions about this. They believe that AI will not replace lawyers, but will work together with them to make their work more efficient and effective. This article discusses AI’s potential in the legal field, the role of lawyers in a world with AI, and how legal education is adjusting to this technology shift.

The Benefits of AI in the Legal Profession

AI has already made significant strides in various aspects of legal work, particularly in legal research. Westlaw and LexisNexis have been using machine learning algorithms for case retrieval since the late 1980s and early 1990s. This has revolutionized the way lawyers do legal research. These platforms have the potential to further enhance their capabilities, enabling them to quickly and accurately summarize documents and answer specific research questions.

The use of AI in legal research can level the playing field by reducing the time and effort required to analyze vast amounts of information. Tasks that used to take hours or even months for human associates can now be accomplished in seconds or minutes by AI-powered tools. This allows lawyers to focus on more complex and strategic aspects of their work, ultimately improving their overall productivity.

The Limitations and Challenges of AI in the Legal Profession

While AI holds immense potential, it is not without its limitations and challenges. One major concern is the reliability and accuracy of the information provided by AI systems. Lawyers should be careful when using AI tools and make sure that the information they receive is from reliable sources, as Professor Eric Talley from Columbia Law School pointed out. Relying solely on AI-generated information without careful verification could have detrimental consequences for legal cases.

Another challenge is the evolving nature of the law itself. Legal precedent and laws can change over time, and AI systems must adapt to these changes. AI is good at things like writing legal documents, making sure they make sense, and doing research. But human lawyers will still be important for understanding and predicting legal results, especially in new situations.

The Role of Lawyers in a Post-AI World

Contrary to the fear of job displacement, experts believe that AI will not replace lawyers entirely but rather transform the nature of their work. AI will not only make tasks faster but also create new chances for lawyers to use tactics that can slow down legal processes when that benefits their clients. By reducing the cost and time associated with procedural options, AI could potentially lead to more strategic and deliberate dispute resolution.

Creativity will also play a crucial role for lawyers in the AI era. As AI takes on routine tasks, lawyers can focus on innovative problem-solving, developing new legal strategies, and anticipating outcomes in uncharted territories. The ability to adapt to and leverage AI technologies will be essential for lawyers to thrive in this changing landscape.

How Legal Education is Adapting to AI

Legal education needs to change as the legal field evolves and becomes more reliant on AI. Future lawyers must have the skills to work in this AI-driven environment. Professors like Solum now teach AI-related topics in their courses. They cover subjects like the legal aspects of AI, copyright issues, and liability in AI cases. This prepares students for the potential challenges and opportunities that AI presents.

Law schools are also grappling with the question of how to address AI in the classroom. Some people think banning AI tools is plagiarism, but more people think students should learn about AI’s strengths and limitations. Professor Talley emphasizes the importance of empowering students to effectively use AI tools to augment their legal skills rather than outright banning their use. Understanding the potential pitfalls of AI is crucial for students to make informed decisions and effectively represent their clients.

To integrate AI into legal education, some professors are exploring innovative assessment methods. For example, instead of traditional take-home exams, students could be presented with AI-generated answers and challenged to improve upon them. This approach helps students think critically about what AI can and cannot do, which helps them understand how it can be used in the legal field.

Conclusion: A Future of Collaboration between Lawyers and AI

AI is a tool that can help lawyers instead of replacing them. AI-powered tools offer significant benefits in terms of efficiency, accuracy, and cost-effectiveness, allowing lawyers to focus on higher-level tasks that require human judgment and creativity. However, it is crucial to address the limitations and challenges associated with AI, such as the need for reliable and authoritative sources of information.

The future of the legal profession will require lawyers to adapt and embrace AI technologies as valuable resources in their practice. Legal education must also evolve to equip law students with the skills necessary to leverage AI effectively.