Insights and hands-on guides on frontend, backend, databases, IT infrastructure, and AI solutions.
Our Servers Catch Burglars Every Day — TREEWALL Field Test Report
NVMe Storage Benchmark: Optane to HDD — 20 Devices Compared with fio
Local AI Video Generation with ComfyUI + Wan 2.2 — An RTX PRO 6000 96GB Build Log
Structuring Unstructured Documents with an LLM — Measured Accuracy on a 19-Item Menu
Guarding the Front Door of Your Network — TREEWALL, an AI Security Gateway
Gemma 4 benchmark on RTX PRO 6000 Blackwell — 8 setup attempts, 3 model comparison (Qwen3-32B, Gemma4-31B, Gemma4-26B MoE), and the surprising MoE speed advantage.
Qwen3-32B is 2x slower than 14B. We tested both with 60 identical questions to measure exactly how much quality you gain for the speed trade-off.
AWQ INT4 delivers 1.88x at 4B scaling to 2.94x at 32B. MoE Qwen3-30B-A3B runs faster than Dense 14B-AWQ. 16 models benchmarked with full data on RTX PRO 6000.
Build a CCTV Recording Server Without an NVR — RTSP + ffmpeg + systemd, 180-Day Retention
Our MoE Model Started Spewing Garbage — What Auditing All 18,432 Expert Weights Revealed
What We Learned Building and Auditing 990 AI-Generated English Learning Scenes
BGE-M3 vs mE5-Large — Comparing Korean RAG Search Quality Head to Head
Recovering winget and Windows Terminal on a Windows 11 Box Where the Microsoft Store Won't Open
