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.
Self-Hosted Voice Agent Production Deployment: From Whisper to Telephony
Production-shaped voice agent on dedicated GPU hardware — Whisper, LLM, TTS, plus the telephony plumbing (Twilio / SIP) and orchestration glue.
FLUX.1 ControlNet Deployment: Canny, Depth, Pose on Self-Hosted GPUs
Adding ControlNet to a FLUX.1 deployment for guided image generation. Memory budget, ComfyUI workflow, and the GPUs that actually fit…
Kubernetes vs systemd for AI Inference Workloads: When Each One Wins
Most AI deployment guides assume Kubernetes. For single-server self-hosted inference, systemd is often the right answer. Here is the honest…
Self-Hosted OpenAI-Compatible Streaming: SSE, WebSocket, and the Pitfalls
Server-Sent Events streaming on a self-hosted vLLM endpoint, with the buffering, reverse-proxy, and CORS gotchas that bite teams in production.
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…
Speculative Decoding on the RTX 5060 Ti 16 GB: 1.6× Speedup for Free
Speculative decoding pairs a small draft model with a larger target model to predict tokens ahead of time. On a…
Tuning TTFT P99 on the RTX 5060 Ti 16 GB: Six Things That Actually Move the Number
Time-to-first-token p99 is the chatbot SLA most teams try to meet. Here are the six knobs that actually shift the…
Batch Size Tuning on the RTX 5060 Ti 16 GB: Where Throughput Stops Improving
vLLM continuous batching auto-tunes most things, but max-num-seqs and max-num-batched-tokens still need manual tuning on the 5060 Ti. Here are…
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…
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