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
Zero API cost, unrestricted commercial use. A local video generation pipeline built with Wan 2.2, LTX 2.3, and MOVA — from model selection and storage design to one-line API automation.
We tested LG AI Research's EXAONE 4.5-33B on RTX PRO 6000 on launch day. FP8 failed, custom fork needed, BF16 at 22 TPS, 100% safety. Full 12-scenario 85-question benchmark results.
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.
NVIDIA driver 590→595 upgrade benchmarks on RTX PRO 6000 Blackwell — SGLang inference speed, CUDA compute, P-State changes, and operational warnings.
At $450, the RTX 5060 Ti delivers 35% of the RTX PRO 6000's performance. Combined, they boost throughput by 70% for just 9% additional cost.
32GB vs 96GB VRAM — at 32B models the RTX 5090 matches the PRO 6000. But for 70B+ parameter models, only the PRO 6000 can load them.
3,667 data points over 13 days reveal GPU long-term operation patterns: temperature, power consumption, and VRAM usage under real AI serving workloads.
How much performance do you lose when limiting GPU power? RTX 5090 undervolting and RTX PRO 6000 watt limit benchmarks with concurrent load testing.
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
