AI Infrastructure

Kubernetes for Generative AI: Complete Guide to Deploying LLMs at Scale

The explosion of Generative AI has transformed how we build applications, but deploying Large Language Models (LLMs) at scale presents unique...

Collabnix Team
Dec 22, 2025 6 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
Nov 11, 2025 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
Nov 8, 2025 6 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
Nov 4, 2025 5 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
Nov 3, 2025 6 min read

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