Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
QLoRA Fine-Tune on RTX 5060 Ti 16GB – Complete Guide
QLoRA with bitsandbytes NF4 lets you fine-tune up to 14 B parameters on a 16 GB card - code, config and timing.
vLLM Setup on the RTX 4090 24 GB: The Production Config
The vLLM launch flags that actually matter on a 24 GB Ada Lovelace card. Tuned for the workloads the 4090…
Monitoring GPU Usage on a Dedicated Server: Tools, Metrics, and Alerts
How to monitor GPU usage on a dedicated AI inference server — nvidia-smi, DCGM exporter, vLLM metrics, and the alerts…
Self-Host an LLM: A Practical Guide From Hardware to Production
The end-to-end guide to self-hosting an open-weight LLM — pick the GPU, install vLLM, configure auth, monitor, and ship. The…
LoRA Fine-Tuning on the RTX 5060 Ti 16 GB: Practical Walkthrough
LoRA fine-tuning on a single 5060 Ti — without QLoRA tricks. When LoRA beats QLoRA, what hyperparameters to use, and…
QLoRA Fine-Tuning on the RTX 5060 Ti 16 GB: A Practical Guide for 7B Models
How to fine-tune Llama 3 8B, Mistral 7B and Qwen 2.5 7B on a single RTX 5060 Ti 16 GB…
Building a Voice Agent Pipeline on the RTX 5060 Ti 16 GB
Whisper + Llama 3 + Kokoro TTS as a complete voice agent stack on a single RTX 5060 Ti 16…
ComfyUI on the RTX 5060 Ti 16 GB: A Practical Setup Guide for SDXL, FLUX.1 and Beyond
How to deploy ComfyUI on a dedicated RTX 5060 Ti 16 GB server, with realistic memory budgets for SDXL, FLUX.1…
ComfyUI Production Deployment: Best Practices and Pitfalls
ComfyUI is the workflow runner for production image generation. Here is how to deploy it for a real product, not…
Prompt Injection Defense for Self-Hosted AI Deployments
Prompt injection is the most common AI security issue. Here are the defenses that actually work — and the ones…
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