Production infrastructure stacks, DGX Spark blueprints, and AI/Graph toolkits.

Production Ansible deployment for two DGX Spark (GB10) nodes with vLLM TP2 serving DeepSeek-V4-Flash (671B), fronted by LiteLLM, monitored by Prometheus/Grafana, and wired over 200Gbps RoCE. The reference deployment for our Dual DGX Spark case study.

Run Qwen3.8-27B — a 27B-parameter reasoning model — on a single DGX Spark (GB10) at high throughput with 128K+ context, tool calling, and reasoning. No second node, no RoCE fabric, no speculative-decoding patches. The accessible on-prem frontier.

The complete knowledge graph arsenal — GraphRAG pipelines, Neo4j deployment, and monitoring. 330 pages of production-tested guides plus infrastructure.

The complete blueprint for building a production-grade AI homelab. Connect Dify, n8n, Ollama, Qdrant, monitoring, and backup into one cohesive system.

Support independent AI/XR research and get your name on the supporters page, early-access content, and a quarterly research digest.

Production-ready Dify with PostgreSQL, Redis, Weaviate, Nginx, and SSRF protection — not a toy compose file.
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Curated collections and discounted toolkits.
Every digital product and bundle in the graphwiz.ai store — 18 products covering knowledge graphs, GraphRAG, AI infrastructure, monitoring, and more, with lifetime updates.
Four production-ready cheatsheets covering Docker, Compose, Kubernetes, and Helm — the complete container lifecycle from image build to cluster release.
Three cheatsheets covering Terraform, Ansible, and Systemd — provisioning, configuration management, and service supervision for production servers.
The monitoring cheatsheet — metric types, PromQL patterns, log aggregation, tracing fundamentals, and SLO/SLI definitions with alerting rules that page correctly.
Three cheatsheets covering Nginx, SSH, and network diagnostics — TLS termination, reverse proxies, tunnels, and the packet-level tools for finding faults.
Three cheatsheets covering PostgreSQL, Redis, and Neo4j — query patterns, indexing, persistence, and admin commands for the three databases you actually run.