AI is rapidly transforming how we build software—but testing it? That’s still catching up. If you’re building GenAI apps, you’ve probably asked:“How do I test LLM responses in CI without relying on expensive APIs like OpenAI or SageMaker?” In this post, I’ll show you how to run large language models locally in GitHub Actions using […]| Collabnix
Have you ever wished you could build smart AI agents without shipping your data to third-party servers? What if I told you you can run powerful language models like Llama3 directly on your machine while building sophisticated AI agent systems? Let’s roll up our sleeves and create a self-contained AI development environment using Ollama and […]| Collabnix
Hi guys, let’s dive into the world of building brainy chatbots! You know, the ones that can actually do things and not just parrot back information. Lately, I’ve been playing around with some really cool tech, LangGraph,MCP and Ollama and let me tell you, the potential is mind-blowing. We’re talking about creating multi-agent chatbots for […]| Collabnix
Path of Exile 2 (PoE 2) presents a highly modular, system-driven economy where success is dependent on efficient currency workflows, scalable strategies, and informed resource orchestration—much like DevOps pipelines in software delivery. This guide draws DevOps parallels to help you implement version-controlled, observable, and resilient currency strategies in PoE 2. 1. Currency as an Operational […]| Collabnix
Market sentiment is a powerful force, rippling across economies and shaping trends. From local reactions to global shifts, its influence can’t be ignored. Let’s delve into how this intangible yet impactful factor drives the markets we rely on. Want to explore the global ripple effects of market sentiment? Gas 4.4 Evex can introduce you to […]| Collabnix
If you’ve been working with Ollama for running large language models, you might have wondered about parallelism and how to get the most performance out of your setup. I recently went down this rabbit hole myself while building a translation service, and I thought I’d share what I learned. So, Does Ollama Use Parallelism Internally? […]| Collabnix
See how a timer app Windows blends time tracking and monitoring to lift productivity for business owners and teams.| Collabnix
Introduction DeepSeek is an advanced open-source code language model (LLM) that has gained significant popularity in the developer community. When paired with Ollama, an easy-to-use framework for running and managing LLMs locally, and deployed on Azure Kubernetes Service (AKS), we can create a powerful, scalable, and cost-effective environment for AI applications. This blog post walks […]| Collabnix
Ollama, a powerful framework for running and managing large language models (LLMs) locally, is now available as a native Windows application. This means you no longer need to rely on Windows Subsystem for Linux (WSL) to run Ollama. Whether you’re a software developer, AI engineer, or DevOps professional, this guide will walk you through setting […]| Collabnix
TensorRT-LLM is essentially a specialized tool that makes large language models (like ChatGPT) run much faster on NVIDIA hardware. Think of it this way: If a regular language model is like a car engine that can get you from point A to point B, TensorRT-LLM is like a high-performance tuning kit that makes that same […]| Collabnix
Being a YouTuber, blogger, or social media influencer, creating eye-catching thumbnails can help you attract viewers online. However, choosing between a traditional approach or an AI thumbnail creator for this purpose might be puzzling for you. So, finding the perfect approach is crucial to getting the desired results, but being least informed about the approach […]| Collabnix
Ollama is an open-source platform designed to run large language models (LLMs) locally on your machine. This provides developers, researchers, and businesses with full control over their data, ensuring privacy and security while eliminating reliance on cloud-based services. By running AI models locally, Ollama reduces latency, enhances performance, and allows for complete customization. This guide […]| Collabnix
The online meal service industry is revolutionizing the way people access food, offering one-stop-shop convenience, variety, and custom nutrition planning. Seniors, homebound adults, busy parents, professionals, and health-conscious consumers are discovering the benefits of these services for ready-made meals or portioned ingredients. Meal services use automated systems to ensure satisfaction through: Let’s explore how automated […]| Collabnix
Discover how data-driven insights change search results, boosting relevance and user engagement. Learn cutting-edge techniques to enhance search performance.| Collabnix
In today’s fast-paced financial landscape, mastering DevOps skills isn’t just for tech teams – it’s key to smarter financial management and portfolio efficiency. These skills streamline workflows, improve data accuracy, and enable better decision-making. Whether it’s automating pipelines or ensuring system reliability, practical DevOps expertise helps organizations stay competitive in managing finances and optimizing investment […]| Collabnix
Overview This guide will walk you through creating a simple chat application in .NET that interacts with a locally hosted AI model. Using the Microsoft.Extensions.AI library, you can communicate with an AI model without relying on cloud services. This provides better privacy, reduced latency, and cost efficiency. Prerequisites Install .NET 8.0 or a later version. […]| Collabnix
As a developer who’s worked extensively with AI tools, I’ve found Ollama to be an intriguing option for production deployments. While it’s known for local development, its capabilities extend far beyond that. Let’s dive into how we can leverage Ollama in production environments and explore some real-world use cases. What Makes Ollama Production-Ready? Before we […]| Collabnix
Businesses increasingly rely on real-time insights, seamless connectivity, and end-to-end visibility, making the Internet of Things (IoT) a driving force in fleet management evolution. Across industries like logistics and energy, IoT ensures smoother coordination of vehicles and operations. As technology evolves, IoT has become the cornerstone of modern fleet strategies, driving operational efficiency and competitive […]| Collabnix
Docker containers provide excellent isolation for applications, but accessing physical USB devices within a container can be challenging. By leveraging the USB/IP protocol, you can share USB devices over the network and use them in Docker containers. This guide will walk you through: We’ll use USB/IP, nsenter, and Docker to facilitate USB over IP and […]| Collabnix
DeepSeek-R1 is a powerful open-source language model that can be run locally using Ollama. This guide will walk you through setting up and using DeepSeek-R1, exploring its capabilities, and optimizing its performance. Model Overview DeepSeek-R1 is designed for robust reasoning and coding capabilities, offering: Prerequisites Installation Steps # Pull the base modelollama pull deepseek-r1# Or […]| Collabnix
Ollama is a powerful framework that allows you to run, create, and modify large language models (LLMs) locally. This guide will walk you through the installation process across different platforms and provide best practices for optimal performance. Table of Contents System Requirements Minimum Hardware Requirements: Supported Platforms: Installation Methods Method 1: Direct Installation (macOS) # […]| Collabnix
Key Takeaways To rank higher on search and perform better on websites, technical SEO is unavoidable. Fixing issues like slow website speed, mobile incompatibility, and poor crawling ensures better visibility. Removing broken links, XML sitemap optimization, and core web vital optimization enhances indexing efficiency and user experience. Correct usage of structured data, correct canonical tags, […]| Collabnix
NVIDIA has just reinvented edge computing with its latest offering – the Jetson Orin Nano Super Developer Kit. This isn’t just an incremental update; it’s a significant leap forward in bringing generative AI capabilities to the edge at an unprecedented price point of $249. Comparing Jetson Nano Vs Jetson Orin Nano Super The NVIDIA Jetson Orin […]| Collabnix
Traditional vocational training is evolving fast. Textbooks, rigid schedules, and costly equipment are giving way to dynamic, cloud-based platforms that bring hands-on learning to any device. From AI-driven welding simulators to cloud-powered automotive diagnostics, new tools are making skill development more accessible, cost-effective, and responsive to industry demands. These innovations aren’t just enhancing training – […]| Collabnix
Cloud computing still continues to be a dominant force in the technological world. Many rely on it for purposes such as data storage, networking, virtualization, and others. As such, there is an ongoing demand that should be fulfilled by those who are familiar with cloud computing technology. This guide will discuss the key skills that […]| Collabnix
AI’s impact on work has moved from speculation to reality. A groundbreaking study from Anthropic analyzing millions of conversations with Claude provides the first large-scale view of how AI is actually being used across different industries and occupations. Here are the key insights: Source ~ https://assets.anthropic.com/m/2e23255f1e84ca97/original/Economic_Tasks_AI_Paper.pdf Where AI is Being Used Most Depth of AI […]| Collabnix
In today’s fast-paced dynamic developmental landscape, managing repositories and performing file operations on GitHub can often become a tedious chore. What if you could automate and simplify these tasks with just a single tool? This brings us to GitHub MCP Server. What is GitHub MCP Server? Model Context Protocol (MCP) is an open protocol that […]| Collabnix
How I Reduced a Docker Image Size by 90%: A Step-by-Step Journey Let me take you through my journey of optimizing a Python-based Machine Learning application’s Docker image, reducing it from a hefty 3.09GB to just 280MB. Here’s how I did it, step by step. The Initial Problem I started with a typical Dockerfile for […]| Collabnix
In today’s fast-paced DevOps landscape, every second counts. Smaller Docker images mean quicker builds, faster deployments, reduced bandwidth costs, and enhanced security. At Collabnix, we believe that optimizing your Docker images isn’t just about saving space—it’s about creating a robust, efficient, and agile deployment pipeline. Let’s dive into some practical strategies to help you create […]| Collabnix
In today’s AI landscape, managing interactions between applications and language models can be complex and inconsistent. The Model Context Protocol (MCP) aims to solve this by providing a standardized way to handle these interactions. Let’s dive into what MCP is and why you might need it in your projects. What is MCP? The Model Context […]| Collabnix
Enterprises are increasingly leveraging tablets to enhance mobility, streamline operations, and boost efficiency in the workplace. From allowing employees to access critical systems on the go to enabling real-time collaboration, tablets have become essential tools across industries. However, deploying tablets at scale in an enterprise environment comes with its challenges, especially in implementing them securely […]| Collabnix
TL;DR: We’ll set up and run a Model Context Protocol (MCP) server that communicates with Snowflake to run SQL queries. We’ll install using Smithery (a| Collabnix
Container technology revolutionized how we work with code. It’s like switching from molding everything with clay to playing with Lego blocks. Containers package an app, its code, and everything it needs to run into a single unit. This means that what works on a developer’s laptop will also work in the cloud or on any […]| Collabnix
Have you noticed how arm64 is making waves in the container world? It started with single-board computers like the Raspberry Pi and mobile devices, but now it’s powering Apple Silicon Macs and cloud offerings from AWS, Google Cloud, Azure, and Hetzner. And the best part? These Arm-based instances are often cheaper than their Intel/AMD counterparts. In fact, […]| Collabnix
Quantizing DeepSeek-V3 for Smaller GPUs Large language models (LLMs) like DeepSeek-V3 offer incredible capabilities, but their size often makes them challenging to run on consumer hardware. One technique to address this is quantization, which reduces the precision of the model’s weights, allowing it to fit into smaller GPUs. This blog post demonstrates how to load […]| Collabnix
This blog demonstrates how to use DeepSeek-R1 for text generation using Ollama, a tool for running LLMs locally. These instructions align with the usage described on the DeepSeek-R1 page at ollama.com. 1. Install Ollama Ollama currently supports macOS (both Intel and Apple Silicon). Install it using Homebrew: brew install ollama Confirm the installation by checking […]| Collabnix
Managing Kubernetes configurations can be complex, especially with the plethora of tools available for configuring workloads and deploying applications. Kustomize stands out as a unique and popular tool for generating, transforming, and patching Kubernetes configurations without introducing custom DSLs or parameter-driven templates. In this post, we will explore: By the end, you’ll see how Kustomize’s […]| Collabnix
Artificial Intelligence has seen tremendous growth in recent years, with advanced models like OpenAI’s ChatGPT leading the charge in natural language processing. However, a new contender, DeepSeek, has emerged, and it’s making waves by adopting a distinct approach to AI model development. While ChatGPT has been a benchmark for generative AI, DeepSeek is challenging the […]| Collabnix
DeepSeek LLM is an advanced language model developed by the DeepSeek team. Launched in early 2024, DeepSeek LLM has quickly gained traction due to its powerful reasoning, problem-solving, and factual retrieval capabilities. With 67 billion parameters, support for both English and Chinese, and an open-source framework, it has become a strong contender in the LLM space. […]| Collabnix
Hey there, fellow engineers and tech enthusiasts! I’m thrilled to share one of my favorite strategies for modern software delivery: combining Docker and Jenkins to supercharge your CI/CD pipelines. Throughout my career as a Software/DevOps Engineer and a mentee under Docker Captain:Ajeet Raina, I’ve discovered that these two tools can significantly streamline releases, minimize environment-related […]| Collabnix
In the digital era, where content creation is at its peak, maintaining originality is more crucial than ever. Yet, the rise of plagiarism has become a pressing issue. As the web expands, so does the temptation to copy and paste content, sometimes inadvertently, making advanced plagiarism detection tools essential in unveiling hidden instances of unoriginality. […]| Collabnix
Is your payment process causing you more problems than profits? Streamline it and watch your efficiency and profitability grow. Easier said than done, we understand, but here’s the thing: payment technology has come a long way, and is now easier than ever to integrate all your payment systems – if you know what you’re doing. […]| Collabnix
Running a small business may require not only your muscles, hard work, and dedication but also your smarts when it comes to financial matters and management. Without much grip on your finances, even your sparkling business ideas might make your firm end up struggling just to thrive. Here are some essential financial tips you can […]| Collabnix
Nonprofit organizations play a critical role in addressing challenges with limited resources and striving to make a meaningful impact in the communities they support. To thrive in today’s technology-driven society, it is important for these groups to select tools that can boost their effectiveness. An entity that is recognized for its dedication to supporting nonprofits […]| Collabnix
The modern world thrives on technology. From smartphones and laptops to smart home devices and electric vehicles, our reliance on power has never been greater. However, managing these needs effectively can be a challenge, especially when unexpected power outages or on-the-go situations arise. Understanding how to stay powered up, whether at home or on the […]| Collabnix
Launching and managing a startup comes with a unique set of challenges. One of the most critical yet often overlooked aspects of running a business is effective administrative management. Administrative panels (or admin panels) are powerful tools that streamline operations, enhance productivity, and centralize data, making them invaluable for startups striving to optimize their workflows. […]| Collabnix
The shift to remote work has redefined how we view productiveness and collaboration, permitting people to work from really everywhere. However, even as conventional remote working models turn out to be large, demanding situations which include agreement with, payment systems, and international accessibility stay. Enter Web3: the decentralized, blockchain-powered internet that promises to revolutionize remote […]| Collabnix
Strong customer relationships rely on clear communication and teamwork. It’s about building trust, meeting expectations, and working toward shared goals. When customers feel understood, collaboration becomes natural. And effective strategies help teams stay aligned with what customers need most. What steps create a system that works, and how can businesses make collaboration part of their […]| Collabnix
Securing your containerized environments should be a top priority in 2025l. In cloud-native landscapes, where containers dominate everything from microservices to full-scale enterprise operations, security vulnerabilities can bring operations to a crashing halt—or worse, compromise sensitive data. That’s a serious risk for any organization investing time and resources into cloud computing. But here’s the thing […]| Collabnix
.NET is a versatile and powerful software development environment. It was created by Microsoft. It provides developers with tools to create, deploy, and manage a variety of applications. It covers everything from desktop to web and mobile applications. It’s making .NET a versatile choice for development. Its flexibility and scalability make it a great choice […]| Collabnix
Embedded finance is rapidly transforming how businesses operate, and consumers interact with financial services. By seamlessly integrating financial tools and services into non-financial platforms, embedded finance has made managing money more convenient, intuitive, and efficient. From digital wallets to “Buy Now, Pay Later” (BNPL) options, this trend is reshaping industries and creating a smoother, more […]| Collabnix
Build a custom ERP| Collabnix
Over the past year, Microsoft developments with AutoGen have underscored the remarkable capabilities of agentic AI and multi-agent systems. Microsoft is thrilled to unveil AutoGen v0.4 , a major update shaped by invaluable feedback from our vibrant community of users and developers. This release marks a comprehensive overhaul of the AutoGen library, designed to elevate […]| Collabnix
Explore the impact of IoT on digital health, from improving patient monitoring to transforming healthcare services in general.| Collabnix
Artificial Intelligence transforms how cloud-native applications are deployed. It simplifies tasks like managing resources and predicting workloads, offering real-time solutions to common challenges. Teams no longer struggle with manual adjustments or complex configurations. AI-powered tools streamline processes, making deployment faster and more efficient. This shift doesn’t just save time – it drives innovation. Developers focus […]| Collabnix
Introduction Monitoring and alerting are crucial aspects of managing Kubernetes clusters. Prometheus is a powerful open-source monitoring and alerting toolkit that is widely used in Kubernetes environments. This guide explains how to successfully install Prometheus on MicroK8s and solve the common TLS certificate issue that may arise during the process. Prerequisites A working MicroK8s installation. […]| Collabnix
Docker Desktop version 4.37 and later introduces the Docker Desktop CLI, a powerful tool that allows developers to manage key Docker Desktop operations directly from the command line. This addition significantly enhances automation capabilities and streamlines the developer experience, particularly for those working with CI/CD pipelines. In this blog, we’ll explore the Docker Desktop CLI, […]| Collabnix
Phi-4, Microsoft’s latest small language model (SLM), is a groundbreaking 14B parameter model that outperforms comparable and larger models on math-related reasoning tasks. A small language model (SLM) is an artificial intelligence (AI) model that can understand, process, and generate human language. SLMs are similar to large language models (LLMs), but are smaller and less […]| Collabnix
Learn how to use Filmora image sequence tools to easily arrange, edit, and enhance your photos.| Collabnix
Deploying containerized applications on AWS involves a critical decision: Should you manage Kubernetes yourself on EC2 instances, or leverage Amazon’s managed Elastic Kubernetes Service (EKS)? This choice significantly affects your organization’s operational efficiency, cost management, and scalability. By exploring the key differences between self-managed Kubernetes and EKS, you can make an informed decision tailored to […]| Collabnix
Have you just started using Docker and are unsure of all its features? We noticed that questions about how to create Docker container backups frequently appear on forums. To address this, we compiled all the necessary information in this article. We present a clear, step-by-step guide to help you find solutions. This guide equips you […]| Collabnix
Kubernetes has become the backbone of modern cloud-native architectures, yet querying and interacting with it at scale often feels like navigating a labyrinth. Tools like kubectl, jq, and jsonpath are indispensable, but they lack the expressive power needed for querying complex relationships across Kubernetes objects. Enter Cyphernetes, a graph-query language inspired by Cypher, which promises […]| Collabnix
Learning Kubernetes, a powerful tool for managing containers, is now a must-have skill for developers, DevOps engineers, and IT professionals. As more industries use it, knowing Kubernetes can really boost your career. This skill is especially important in fields like technology, finance, healthcare, and e-commerce, where there's a big need for scalable and reliable app […]| Collabnix
The tech world is changing really fast. Just 3 years ago, we had ChatGPT 2, which was groundbreaking at the time, but with the new ChatGPT 4o and other similar models, it would now be considered crude. From 01-preview to the now AGI-adjacent o3 reasoning model, the tech world is evolving, and it’s evolving fast. […]| Collabnix
Kubernetes, often abbreviated as K8s, is a leading container orchestration platform that has revolutionized the deployment and management of modern applications. It automates tasks like scaling, deployment, and management of containerized applications, making it indispensable in the DevOps and cloud-native ecosystem. Despite its widespread impact, the ever-accelerating pace of technological innovation invites a compelling question: […]| Collabnix
Kubernetes is mostly linked with DevOps because it makes handling these apps easier and faster. When containerization became popular, Kubernetes was seen as a key solution for automating tasks, scaling apps, and making deployments smoother. This fits perfectly with DevOps practices like Continuous Integration and Continuous Deployment (CI/CD). Over time, though, Kubernetes has grown into […]| Collabnix
Just as USB-C provides a standardized way to connect your devices to various peripherals and accessories, MCP provides a standardized way to connect AI models to different data sources and tools. MCP is an open protocol that standardizes how applications provide context to LLMs. MCP helps you build agents and complex workflows on top of LLMs. […]| Collabnix
Transform your videos with keyframe VFX effects in Filmora. Learn the secrets to creating captivating visuals and elevate your video editing.| Collabnix
Kubernetes, the world’s most popular container orchestration platform, is an open-source powerhouse. With its rapid evolution and adoption, it’s essential for contributors and enthusiasts to understand the structure and processes underlying its development. In this article, we will explore the Kubernetes source code repository in detail, analyze its stars, contributors, and branching strategy as of […]| Collabnix
Kubernetes, also known as K8s, has emerged as a cornerstone technology in modern infrastructure management due to its ability to simplify the orchestration of containerized applications across diverse environments. It provides a robust framework for automating deployment, scaling, and operations, which enables organizations to efficiently manage their infrastructure while fostering innovation and agility in software […]| Collabnix
Since its inception in 2014, Kubernetes has revolutionized the way we think about deploying and managing containerized applications. As the orchestrator of choice for many organizations, Kubernetes has become synonymous with cloud-native infrastructure. However, with the rapid evolution of technology and new paradigms emerging in the tech landscape, it’s fair to ask: does Kubernetes have […]| Collabnix
DevSecOps is no longer optional; it’s absolutely necessary for modern software development. As the pace of software deployment accelerates, integrating security into every phase of the development lifecycle has become critical. Cyber threats grow more sophisticated daily, making traditional approaches to security inadequate. Organizations must now adopt a proactive, integrated approach to secure their software, […]| Collabnix