opensource - CybAI news

03 Nov

How to run for inference Llama-3_1-Nemotron-51B-Instruct?

stp2y0 CommentsNewsai, aimodels, coding, community, development, engineering, inclusive, nvidia, opensource, software

The large language model (LLM) Llama-3_1-Nemotron-51B-Instruct provides an excellent balance between model efficiency and correctness. This model was created by NVIDIA employing a revolutionary Neural Architecture Search (NAS) technique that significantly lowers the model's memory footprint, allowing for higher workloads and model fitting on a single GPU at high workloads. This makes it possible to choose a preferred point in the accuracy-efficiency tradeoff. 40 billion tokens of data centered on English single-turn and multi-turn chat use cases were used to refine the model. Neural Architecture Search (NAS) and knowledge distillation are powerfully combined in the Llama-3.1-Nemotron-51B. These methods greatly lower…

31 Oct

QPS for Beginners

stp2y0 CommentsNewsbeginners, coding, community, cybersecurity, development, engineering, inclusive, opensource, software, webdev

About the Author I'm Carrie, a cybersecurity engineer and writer, working for SafeLine Team. SafeLine is a free and open source web application firewall, self-hosted, very easy to use. Introduction In the world of web performance and scalability, the term QPS frequently comes up. But what exactly is QPS, and why is it important? This guide is designed to help beginners understand QPS and its significance in maintaining a robust and efficient web application. What is QPS? QPS stands for Queries Per Second. It is a metric that measures the number of queries (or requests) that a server or application…

31 Oct

Transforme Seu Servidor Local em um Site Público com Ngrok

stp2y0 CommentsNewscoding, community, development, engineering, inclusive, ngrok, opensource, programming, software, webdev

Quando desenvolvemos uma aplicação web localmente e queremos compartilhá-la para testes ou demonstrações, encontramos uma barreira comum: a aplicação só está acessível em nossa rede local. É aqui que entra o ngrok! O Que é Tunelamento? O tunelamento permite expor um servidor local para a internet através de um canal seguro. Isso é especialmente útil em ambientes de desenvolvimento, onde você deseja compartilhar seu servidor com clientes ou testá-lo em outros dispositivos sem ter que fazer o deploy completo. Por Que Usar o Ngrok? O ngrok é uma das ferramentas mais populares para tunelamento, e por boas razões: Rápido e…

25 Oct

Next.js 15 : Incremental Static Regeneration (ISR)

stp2y0 CommentsNewscoding, community, development, engineering, inclusive, javascript, opensource, programming, react, software

With Incremental Static Regeneration (ISR) Incremental Static Regeneration (ISR) in Next.js provides a powerful approach to combine the best of static and dynamic content. By enabling static content updates without recreating the entire site, ISR allows for a more scalable and efficient way of handling pages. We can significantly reduce server load, handle large volumes of content, and ensure users see up-to-date information without waiting for full regeneration of all pages. We can update static content without recreating the entire site. We can reduce the server load by providing prerendered static pages for most requests.We can process a large number…

25 Oct

How to Encrypt JavaScript Code for Web Security

stp2y0 CommentsNewsbeginners, coding, community, cybersecurity, development, engineering, inclusive, opensource, software, webdev

JavaScript (JS) is a versatile language for creating interactive websites, but it’s also easily viewable, which can expose sensitive parts of your code to anyone. Encrypting or obfuscating JavaScript is a way to add a layer of protection to your website by making your code harder to understand or reverse-engineer. Here’s a step-by-step guide on why and how to encrypt JavaScript code effectively, and how tools like SafeLine WAF can help protect and secure your web assets. 1. Why Encrypt JavaScript Code? JavaScript encryption is primarily about protecting sensitive logic and securing data from unauthorized access. Some common reasons to…

25 Oct

Copy The Other Rows in a Text File the Times Which Is the Number in the Last Row #eg65

stp2y0 CommentsNewscoding, community, development, devops, discuss, engineering, inclusive, opensource, programming, software

Problem description & analysis We have a txt file txt.txt, as shown below: a brown frog leaps over a lazy dog the dog then chases it's own tail the tail is long and brown the brown frog goes for a swim 3 The following text file has N+1 rows, in which row (N+1) contains a number M, say 3. We are trying to generate a new file according to this file. The rule is that repeat row N M times and get an altogether N*M rows, as shown below: a brown frog leaps over a lazy dog the dog then…

23 Oct

Announcing Integration between Apache APISIX and open-appsec WAF

stp2y0 CommentsNewscoding, community, development, devops, engineering, inclusive, opensource, security, software

Introduction open-appsec WAF is excited to announce a new integration with the open-source API gateway Apache APISIX. This new collaboration between the open-appsec and API7 teams now allows users to protect their web APIs and other web services exposed by Apache APISIX against unknown and known attack types effectively based on open-appsec's advanced machine-learning-based technology and also adds several more enhanced security capabilities. About Apache APISIX Apache APISIX is a modern, flexible, and high-performance open-source API gateway solution designed to handle various use cases in microservices and cloud-native architectures. Its primary purpose is to facilitate API management by serving as…

22 Oct

Migrating Vector Database to the Cloud

stp2y0 CommentsNewscloud, coding, community, development, engineering, inclusive, milvus, opensource, software, vectordatabase

MILVUS-LITE BACKUP / EXPORTmilvus-lite dump -d XavierEdgeAI.db -p /home/nvidia/nvme/AIM-XavierEdgeAI/backup/ -c XavierEdgeAI Dump collection XavierEdgeAI’s data: 100%|████████████████| 33/33 [00:00<00:00, 188.54it/s] Dump collection XavierEdgeAI success Dump collection XavierEdgeAI’s data: 100%|████████████████| 33/33 [00:00<00:00, 127.16it/s] Milvus-Lite to the CloudFor many use cases we will want to distribute our local data to another computer, cluster or cloud. We could do that at the same time, in a batch, on a delay or at some other time. Milvus-Lite Dump/Export to Cloud Import at some intervalDual Ingest to local and other location concurrentlySwitch to Cloud OnlySend JSON via Kafka / Pulsar / MQTTUnstructured Data to MinIO, S3…

22 Oct

Priority Based TODO-List

stp2y0 CommentsNewscoding, community, development, engineering, githubcopilot, hacktoberfest, inclusive, opensource, software, webdev

In this project, I developed a TO-DO List with Prioritization using React for the frontend, Tailwind CSS for styling, and Shadcn UI for enhanced UI components. Method 1 - Using Form User can add Task using form with its detail description, date & time and also needs to add priority of task. User also show task completed as well as delete the task. Method 2 - Using Copilotkit User need to write task name,task details, due date and time as well as priority of task. 2. Technologies Being Used - List the technologies and frameworks you used (e.g., CopilotKit, Next.js)…

22 Oct

Top 10 Web Application Security Threats

stp2y0 CommentsNewsbeginners, coding, community, cybersecurity, development, engineering, inclusive, opensource, software, webdev

OWASP is a non-profit organization dedicated to researching application security threats. By surveys and analysis of over 200,000 organizations, OWASP published the report, “Top 10 Web Application Security Risks” approximately every three years, which has become a crucial reference for global enterprises in their web application security efforts. However, a security research team from Kaspersky recently found that OWASP’s rankings differ significantly from the conclusions reached through practical black-box, gray-box, and white-box application risk assessment methods. Organizations should more flexibly evaluate their web application security posture based on the potential impact and exploitability of threats. In this assessment, Kaspersky’s security…