it-operations
Windows 11 Dev Drive Benchmarks: Is ReFS Worth It? (24H2)
We benchmarked Windows 11 24H2 Dev Drive against NTFS across npm install, git status, and Rust builds. See real speedups, Defender mode, and SSD trade-offs.
7m read
#benchmarks
9 articles
ai-toolsUpdated
vLLM vs SGLang: PagedAttention vs RadixAttention in 2026
vLLM PagedAttention vs SGLang RadixAttention benchmarked. Which engine delivers higher throughput for multi-turn chat and structured outputs on RTX 4090?
17m read
hardware-troubleshootingUpdated
AMD Strix Halo Local LLM: 128GB Benchmarks Tested (2026)
AMD Strix Halo benchmarks for local LLMs. We tested 128GB unified memory running 70B and Qwen models with tokens/sec throughput and thermal numbers.
11m read
ai-automationUpdated
DeepSeek-V3 Hardware Requirements: RAM & GPU Math (2026)
Can you run DeepSeek-V3 671B locally? We calculate exact RAM, NVMe swap, and multi-GPU VRAM requirements for FP8, Q4, and CPU offloading.
15m read
windows-fixes
Fix Windows 11 24H2 NVMe SSD Slowdown: BitLocker Guide
Did Windows 11 24H2 cut your NVMe SSD speeds by 45%? Learn why automatic BitLocker causes severe random write drops, and how to safely disable or optimize it.
13m read
ai-toolsUpdated
VLLM vs LM Studio vs Ollama: Windows 11 Benchmarks (2026)
vLLM vs LM Studio vs Ollama benchmarked on Windows 11 WSL2. Real tokens/sec, VRAM footprint, and PagedAttention tests on RTX 4090 and RTX 4060 GPUs.
13m read
ai-tools
Cursor vs Windsurf vs Copilot: 50k-Line Codebase Benchmark
We benchmarked Cursor, Windsurf, and GitHub Copilot on a 50,000-line monorepo: multi-file refactors, autocomplete latency, RAM usage, and context retention.
7m read
ai-automationUpdated
Run DeepSeek R1 on 8GB VRAM: 5 Real Benchmarks in 2026
Can you run DeepSeek-R1 on 8GB VRAM? Benchmarked 8B and 14B Q4_K_M models on RTX 4060 and RX 7600 with exact token speeds, VRAM footprints, and Ollama flags.
17m read
it-operationsUpdated
Why We Quit Docker Desktop: WSL2 & Podman Guide (2026)
Tired of Docker Desktop RAM bloat and fees? Here is how our engineering team replaced it with native WSL2 dockerd and Podman, saving 8GB of RAM.
12m read