Open AI Deployment Guides
Step-by-step technical blueprints for self-hosting frontier foundation models, configuring high-throughput inference engines, and architecting autonomous multi-agent state machines.
Deploying DeepSeek-R1 & V3 Locally with Ollama & Open-WebUI
Complete guide to hosting DeepSeek-R1 on consumer GPUs and Apple Silicon: GGUF quantization trade-offs, custom Modelfiles, GPU layer offloading, and enterprise WebUI configuration.
Production Multi-Agent Systems: CrewAI vs LangGraph Architecture
Architecting resilient autonomous agent swarms: state persistence, cyclic graphs, supervisor patterns, human-in-the-loop validation, and cost optimization.
High-Throughput LLM Serving with vLLM & PagedAttention
Production guide to scaling LLM inference throughput: continuous batching, memory fragmentation elimination, tensor parallelism, and Prometheus telemetry.
Running Flux.1 on Low-VRAM GPUs with ComfyUI & NF4 Quantization
Step-by-step optimization tutorial for executing Black Forest Labs Flux.1 Schnell and Dev on 8GB and 12GB consumer graphics cards without out-of-memory crashes.