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The Labs
Blog
Vault
Topics
Tools
Services
Sovereign AI
Guides and blueprints for deploying private, self-hosted LLM infrastructure.
Labs & Guides
AMD ROCm GPU Passthrough under Docker with Linux cgroups v2
Best VPS for AI Workloads, Autonomous AI Agents & LLMs (2026)
Deploying Autonomous AI Agents with Docker Compose: Ollama, LiteLLM & n8n
How to Deploy DeepSeek-R1 (Quantized 671B / Distilled) on Bare-Metal GPU Servers with Docker
Deploying Ollama with Docker Compose: A Production Guide
How to Deploy vLLM on VPS with Docker for High-Throughput LLM Serving
Free & Low-Cost GPU Cloud Providers for AI Models (2026)
NVIDIA Multi-Instance GPU (MIG) Partitioning with Docker
vLLM vs NVIDIA Triton: Production LLM Inference Engine Comparison
RunPod vs AWS for AI Workloads: Cost, VRAM & GPU Cloud Comparison
RunPod vs Vast.ai: Decentralized vs Managed GPU Clouds for AI
Self-Hosted MLOps Stack with Docker Compose: MLflow, MinIO & Ollama
SGLang vs vLLM: High-Concurrency Inference Speed & KV-Cache Benchmark
What Is Sovereign AI Infrastructure? A Practical Guide for Engineering Teams
Self-Hosted LLM Fine-Tuning Pipeline: Unsloth, LLoRA, and Docker Compose
Ollama vs vLLM: Which Should You Use for Production vs Local AI?
Performance VPS vs Virtual Dedicated Server (VDS) for Steady CPU Workloads
Vault Blueprints
Private AI Stack: Ollama, Open WebUI, OPNsense, and Terraform