CyberPulsTech — Consumer Tech, PC Hardware, Local AI & Home Lab Insights

Computing
12V-2×6 Power Connector Temperature Monitoring in 2026: Hall Effect Current Sensors, Thermal Resistance Physics & Preventing High-Wattage GPU Melts
The push for extreme local compute density—driven by flagship graphics...
Computing
Proxmox VE NVMe-over-TCP (NVMe-oF) in 2026: Kernel vs. SPDK Target Configuration, 100GbE RoCEv2 Latency & Line-Rate Flash SAN Setup
Storage disaggregation has reached an inflection point in enterprise virtualization...
AI
vLLM Speculative Decoding in 2026: Draft Models (EAGLE vs. Medusa), Token Speedup Math & VRAM Budgeting on Single/Dual GPUs
In high-throughput local AI inference, the primary bottleneck constraining generative...
Guides
Home Lab Electricity Cost Calculator in 2026: Running 24/7 AI Servers Across US Power Grids (California 42¢/kWh vs. Texas 14¢/kWh vs. Ontario Time-of-Use)
Executive Summary & Key Power Formulas: The 24/7 Baseline Equation:...
Hardware
PCIe Bifurcation & Quad M.2 NVMe Carrier Cards on Proxmox VE in 2026: ASM2824 vs. PLX Switches, Signal Degradation & ZFS Pool Throughput
Building high-density all-flash storage arrays inside Proxmox VE hypervisors frequently...
AI
DeepSeek-V3 & R1 Local LLM Quantization on Proxmox VE (2026): FP8 vs. AWQ vs. GGUF Throughput, vLLM Server Setup & Dual RTX 3090/4090 Benchmarks
The open-source artificial intelligence landscape reached a watershed moment with...
Hardware
PCIe 5.0 NVMe SSD Cooling & Active Heatsink Guide in 2026: Thermal Throttling Curves at 14,000 MB/s, Tiny Fan Noise & Graphene Heatspreaders
PCIe 5.0 NVMe SSDs boasting sequential transfer speeds of 12,000...
Computing
NVMe-over-Fabrics (NVMe-oF) in Proxmox VE 8: SPDK vs. Kernel Target, RDMA (RoCEv2) Latency & 100GbE Clustered Flash Benchmarks (2026)
In enterprise homelabs and clustered Proxmox VE 8 virtualization environments,...
AI
Prompt Caching in Local LLMs (vLLM, LMDeploy & Ollama) in 2026: Prefix Caching Architecture, Time-to-First-Token (TTFT) Benchmarks & VRAM Overhead
In multi-turn local LLM inference and agentic Retrieval-Augmented Generation (RAG),...
Computing
12V-2×6 Power Connector Temperature Monitoring in 2026: Hall Effect Current Sensors, Thermal Resistance Physics & Preventing High-Wattage GPU Melts
12V-2×6 Power Connector Temperature Monitoring in 2026: Hall...
The push for extreme local...
Computing
Proxmox VE NVMe-over-TCP (NVMe-oF) in 2026: Kernel vs. SPDK Target Configuration, 100GbE RoCEv2 Latency & Line-Rate Flash SAN Setup
Proxmox VE NVMe-over-TCP (NVMe-oF) in 2026: Kernel vs....
Storage disaggregation has reached an...
AI
vLLM Speculative Decoding in 2026: Draft Models (EAGLE vs. Medusa), Token Speedup Math & VRAM Budgeting on Single/Dual GPUs
vLLM Speculative Decoding in 2026: Draft Models (EAGLE...
In high-throughput local AI inference,...
Guides
Home Lab Electricity Cost Calculator in 2026: Running 24/7 AI Servers Across US Power Grids (California 42¢/kWh vs. Texas 14¢/kWh vs. Ontario Time-of-Use)
Home Lab Electricity Cost Calculator in 2026: Running...
Executive Summary & Key Power...
Hardware
PCIe Bifurcation & Quad M.2 NVMe Carrier Cards on Proxmox VE in 2026: ASM2824 vs. PLX Switches, Signal Degradation & ZFS Pool Throughput
PCIe Bifurcation & Quad M.2 NVMe Carrier Cards...
Building high-density all-flash storage arrays...
AI
DeepSeek-V3 & R1 Local LLM Quantization on Proxmox VE (2026): FP8 vs. AWQ vs. GGUF Throughput, vLLM Server Setup & Dual RTX 3090/4090 Benchmarks
DeepSeek-V3 & R1 Local LLM Quantization on Proxmox...
The open-source artificial intelligence landscape...
Hardware
PCIe 5.0 NVMe SSD Cooling & Active Heatsink Guide in 2026: Thermal Throttling Curves at 14,000 MB/s, Tiny Fan Noise & Graphene Heatspreaders
PCIe 5.0 NVMe SSD Cooling & Active Heatsink...
PCIe 5.0 NVMe SSDs boasting...
Computing
NVMe-over-Fabrics (NVMe-oF) in Proxmox VE 8: SPDK vs. Kernel Target, RDMA (RoCEv2) Latency & 100GbE Clustered Flash Benchmarks (2026)
NVMe-over-Fabrics (NVMe-oF) in Proxmox VE 8: SPDK vs....
In enterprise homelabs and clustered...
AI
Prompt Caching in Local LLMs (vLLM, LMDeploy & Ollama) in 2026: Prefix Caching Architecture, Time-to-First-Token (TTFT) Benchmarks & VRAM Overhead
Prompt Caching in Local LLMs (vLLM, LMDeploy &...
In multi-turn local LLM inference...