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LLM

Gateway API Inference Extension: Smart LLM Traffic Routing on Kubernetes

Gateway API’s Inference Extension was one of the standout topics at recent KubeCon events, tackling a very specific pain point: generic...
Collabnix Team
1 min read

Deploying LLM Inference on Kubernetes with the NVIDIA GPU Operator: A Step-by-Step Tutorial

Serving large language models efficiently is one of the dominant themes at recent KubeCon and CloudNativeCon events, and the NVIDIA GPU...
Collabnix Team
1 min read

Running Qwen3.6-35B-A3B (FP8) on NVIDIA DGX Spark GB10: A Complete Technical Tutorial

Learn how to run Qwen3.6-35B-A3B (FP8) on the NVIDIA DGX Spark GB10 Grace Blackwell supercomputer using vLLM. Step-by-step guide covering single...
Collabnix Team
5 min read

Getting Started with Ollama: Run LLMs Locally with Python, Docker & REST API

Ollama is the fastest-growing tool for running large language models (LLMs) locally. Whether you’re using Python, Docker, or the REST API,...
Collabnix Team
6 min read

Deploying an LLM API-Backed Microservice with Docker and CI/CD

Most teams integrating language model capabilities into their stack eventually hit the same wall: the initial prototype works, but moving it...
Tanvir Kour
9 min read

Why Is Claude Fable 5 Unavailable? The US Export Directive, Explained

Last updated: June 14, 2026 · ~7 min read Quick answer: Claude Fable 5 (and its sibling, Mythos 5) is unavailable...
Collabnix Team
5 min read

Anthropic Claude Fable 5: Next-Gen AI Unveiled

Discover Anthropic Claude Fable 5’s AI Innovations On June 9, 2026, Anthropic announced the launch of its most powerful AI models...
Collabnix Team
3 min read

Building AI Agents on DGX Spark with Kubernetes: A Complete Tutorial

The NVIDIA DGX Spark is a compact, personal AI supercomputer powered by the GB10 Grace Blackwell Superchip. With 128GB of unified...
Collabnix Team
6 min read

Ollama Docker Sandbox: Run Local Models Safely

Exploring the Ollama Docker Sandbox Setup AI coding agents are great right up until you stop and think about what they...
Collabnix Team
4 min read

Is OpenClaw Safe to Use?

OpenClaw has become the hottest open-source AI project of early 2026. With 200,000+ GitHub stars, over 1.5 million agents created, and...
Collabnix Team
5 min read
Enhancing Memory in AI Agents: Integrating Short-Term and Long-Term Context

Enhancing Memory in AI Agents: Integrating Short-Term and Long-Term Context

Explore how to effectively add both short-term and long-term memory to AI agents to enhance their contextual capabilities and operational efficiency.
Collabnix Team
8 min read
Building an AI Coding Agent: Harness the Power of Machine Learning for Code Automation

Building an AI Coding Agent: Harness the Power of Machine Learning for Code Automation

Learn how to build an AI coding agent that automates the writing and testing of code using machine learning. This guide...
Collabnix Team
7 min read
Understanding Agentic AI: How Autonomous AI Agents Operate

Understanding Agentic AI: How Autonomous AI Agents Operate

Discover how Agentic AI develops autonomous agents capable of independent decision-making informed by advanced AI techniques.
Collabnix Team
7 min read

Claude vs GPT-4: A Technical Comparison for DevOps Engineers

Deep technical comparison of Claude and GPT-4 for developers. Includes API benchmarks, code examples, pricing analysis, and integration patterns.
Collabnix Team
5 min read

Fine-Tuning Open Source LLMs: Complete Infrastructure Guide 2024

Master LLM fine-tuning infrastructure with Kubernetes, GPU optimization, and distributed training. Includes YAML configs, troubleshooting, and cost optimization.
Collabnix Team
5 min read

Building LLM Evaluation Pipelines on Kubernetes: A Complete Guide

Learn to build production-grade LLM evaluation pipelines on Kubernetes with practical YAML configs, code examples, and best practices for scalable AI/ML...
Collabnix Team
5 min read

Ollama API Integration: Building Production-Ready LLM Applications

Learn to build production-ready LLM applications with Ollama API. Complete guide with Python examples, Kubernetes deployment, and performance optimization tips.
Collabnix Team
5 min read

A/B Testing LLM Models: Infrastructure and Deployment Strategies

Learn how to implement A/B testing for LLM models using Kubernetes, Istio, and modern MLOps practices. Includes code examples and production...
Collabnix Team
6 min read

LLM-Powered Code Review: Automated PR Analysis for DevOps Teams

Build a production-ready LLM-powered code review system with GitHub Actions. Automate PR analysis, catch bugs, and improve code quality with AI.
Collabnix Team
5 min read

Building Enterprise RAG Systems: Security and Compliance Guide

Master enterprise RAG system security with practical examples for authentication, data governance, and compliance. Includes Kubernetes configs and Python code.
Collabnix Team
6 min read

LLM Model Versioning: Best Practices and Tools for Production MLOps

Master LLM model versioning with practical examples, DVC, MLflow, and Kubernetes integration. Complete guide for production AI/ML deployments.
Collabnix Team
5 min read

From Prototype to Production: Scaling LLM Applications in Kubernetes

Learn to scale LLM applications from prototype to production with Kubernetes, vLLM, and best practices for GPU resource management and cost...
Collabnix Team
5 min read

Kubernetes Autoscaling for LLM Inference: Complete Guide (2024)

Master Kubernetes autoscaling for LLM inference workloads. Learn HPA, KEDA, VPA configuration with practical examples for efficient GPU utilization.
Collabnix Team
5 min read

Serverless AI Deployment for Scalable LLM Inference

Learn how to deploy scalable LLM inference services using Knative on Kubernetes. Complete guide with code examples, GPU support, and production...
Collabnix Team
5 min read

Building a Multi-Tenant LLM Platform on Kubernetes: Complete Guide

Learn how to build a production-ready multi-tenant LLM platform on Kubernetes with isolation, resource management, and scaling. Includes YAML configs and...
Collabnix Team
5 min read

LLM Gateway Patterns: Rate Limiting and Load Balancing Guide

Master LLM gateway patterns with practical rate limiting and load balancing strategies. Includes code examples, Kubernetes configs, and troubleshooting tips.
Collabnix Team
6 min read

Scaling Ollama Deployments: Load Balancing Strategies for Production

Master load balancing strategies for scaling Ollama deployments in production. Complete guide with Kubernetes configs, HAProxy setup, and troubleshooting tips.
Collabnix Team
6 min read

Document Processing for RAG: Best Practices and Tools for 2024

Master document processing for RAG systems with practical examples, code snippets, and best practices. Learn chunking strategies, embedding optimization, and production...
Collabnix Team
5 min read

Running Ollama on Kubernetes: A Complete Guide

Learn how to deploy and scale Ollama LLM models on Kubernetes clusters for production-ready AI applications
Collabnix Team
3 min read

Exploring the Llama 4 Herd and what problem does it solve?

Hold onto your hats, folks, because the world of Artificial Intelligence has just been given a significant shake-up. Meta has unveiled...
Adesoji Alu
14 min read

Getting Started with NVIDIA Dynamo: A Powerful Framework for Distributed LLM Inference

In the rapidly evolving landscape of generative AI, efficiently serving large language models (LLMs) at scale remains a significant challenge. Enter...
Collabnix Team
3 min read

How to Run LLMs Locally with Ollama

In the rapidly evolving landscape of AI development, Ollama has emerged as a game-changing tool for running Large Language Models locally....
Adesoji Alu
2 min read

DeepSeek vs. ChatGPT: The New AI Challenger Shaping the Landscape

Artificial Intelligence has seen tremendous growth in recent years, with advanced models like OpenAI’s ChatGPT leading the charge in natural language...
Adesoji Alu
6 min read

2 Ways to Building an Intelligent LLM-Based Voice Chatbot with Minimal Latency

In today’s fast-paced digital world, conversational AI and chatbots are transforming the way we interact with machines. A critical element of...
Adesoji Alu
3 min read

Introducing Trace: A Python Framework for Optimizing Automation in AI Systems

Microsoft Research and Stanford University have unveiled Trace, a novel Python framework designed to revolutionize AI system optimization. This new tool...
Adesoji Alu
1 min read

Generative AI in 6G Networks: What problem does It solve?

In the fast-evolving world of technology, the integration of Generative AI (GAI) with 6G networks has emerged as a significant leap...
Adesoji Alu
8 min read

Ollama Meets AMD GPUs: Leveraging ROCm for Faster LLM Training

Unlock the potential of Large Language Models with AMD GPUs and Ollama. Learn how to set up ROCm support on Kubernetes...
Ajeet Raina
1 min read

Running OpenLLM on GPUs using PyTorch and vLLM backend in a Docker Container

OpenLLM is a powerful platform that simplifies deploying open-source large language models (LLMs). With integrations like OpenAI's Compatible Endpoints and Transformers...
Ajeet Raina
5 min read

Understanding Large language Models: A Comprehensive Guide – Part 1

Discover the fascinating world of Large Language Models (LLMs) and their impact on human knowledge and creativity. Learn how these AI...
Adesoji Alu
4 min read

What is vLLM and what problem does it solve?

Large language models (LLMs) have taken the world by storm, generating human-quality text, translating languages, and writing different kinds of creative...
Avinash Bendigeri
2 min read

The Importance and Use Cases of GPT AI: Transformer Architecture and Versatility

Discover the power of GPT AI - a revolutionary model by OpenAI for natural language processing. Learn about its transformer architecture...
Adesoji Alu
7 min read

Why are LLMs Important?

Discover the technical components that power Large Language Models (LLMs) and understand how they revolutionize human-computer interactions and language processing.
Adesoji Alu
6 min read

Leveraging GenAI for Long-Term Investment in Tech Platforms

Discover how Generative AI is revolutionizing tech investments by offering predictive insights and risk assessments. Learn more about its advantages and...
Karan Singh
3 min read

Large Language Models: A New Frontier for Tech Investors

Imagine a technological advancement that would transform entire sectors through language comprehension. Enter Large Language Models (LLMs), an emerging technology with...
Avinash Bendigeri
2 min read

How is GenAI different from ChatGPT?

Discover the differences between GenAI and ChatGPT in the world of generative AI! Learn how these technologies excel in various applications...
Arsheen Kour
2 min read

What is ChatGPT and why it is damn popular?

In the rapidly evolving landscape of artificial intelligence (AI), one of the most fascinating developments is ChatGPT, a chatbot designed by...
Avinash Bendigeri
2 min read

Ollama vs. GPT: A Comparison of Language Models for AI Applications

The world of language models (LMs) is evolving at breakneck speed, with new names and capabilities emerging seemingly every day. For...
Ajeet Raina
5 min read

What are Large Language Models: Popularity, Use Cases, and Case Studies

Unveiling LLMs: A Glimpse into Their Popularity, Versatile Use Cases, and Real-World Case Studies
Avinash Bendigeri
2 min read

How to Containerise a Large Language Model(LLM) App with Serge and Docker

Large language models (LLMs) are a type of artificial intelligence (AI) that are trained on massive datasets of text and code....
Adesoji Alu
4 min read

The Shift to Virtual Boardrooms: Leveraging Technology for Remote Collaboration and Decision-Making

It's remarkable how boardroom portals have transformed the world. Get acquainted with this technology as well.
Karan Singh
3 min read

Leveraging Artificial Intelligence in DevOps: 5 Use Cases for Software Development

Artificial Intelligence has the potential to play a crucial role in DevOps and software development. Combined with Machine Learning, it brings...
Avinash Bendigeri
2 min read

Turning ChatGPT into Docker Playground in 5 Minutes

ChatGPT is a highly advanced language model that can perform a wide range of natural language processing tasks with remarkable accuracy....
Ajeet Raina
1 min read

Using ChatGPT to Build an Optimised Docker Image using Docker Multi-Stage Build

GPT (short for “Generative Pre-trained Transformer”) is a type of language model developed by OpenAI. OpenAI is a nonprofit organisation based...
Ajeet Raina
3 min read
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