Expert guides for homelab builds, networking infrastructure, crypto security, and cutting-edge AI hardware
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Complete guide to building powerful, energy-efficient homelabs with Intel NUCs. Covers configurations, cooling, and storage solutions.
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Expert recommendations for switches, routers, PoE injectors, and cables. Build a professional-grade network from home.
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In-depth comparison of Ledger, Trezor, Coldcard, and other hardware wallets. Security features, pros/cons, and setup guides.
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GPUs, NUCs, and hosting solutions for running local LLMs. Performance benchmarks, VRAM requirements, and cost analysis.
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NAND contract prices rise another 15–20% in Q4 2026 and enterprise SSDs 23–28% as AI inference soaks global flash supply. What the storage squeeze means for homelab and NAS buyers — and how to still buy sanely.
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AI token prices crashed 43% by August and up to 77% by October — yet agent users report bigger bills. The price war, Jevons paradox, and what collapsing token costs mean for local AI hardware in 2026.
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Intel crashed up to 28% after weak Q4 2026 guidance — a PC slump, DRAM-driven price hikes, and fab bottlenecks. What the November meltdown means for CPU buyers.
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Qualcomm's AI200 and AI250 inference accelerators put up to 1TB of fast LPDDR on a PCIe card — no HBM. Why the October 2026 announcement matters for cloud inference costs, memory supply, and the economics that also shape local AI hardware.
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Opera shipped WebAI on October 27, 2026 — local LLMs built into Opera One, GX and Neon. Why running WebGPU inference in the browser beats cloud AI tokens, what hardware you need, and how it compares to Ollama and LM Studio for on-device AI.
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AI data centers hoovered the world's nearline HDD capacity in 2026 and NAS drive prices are climbing. We tested 5 CMR drives — Seagate IronWolf Pro, WD Red Pro, Toshiba N300/MG — and the recertified strategy that still makes sense. CMR only, no SMR.
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NAND contract prices rise another 15–20% in Q4 2026 and enterprise SSDs 23–28% as AI inference offloads KV cache to QLC flash. After a year that quadrupled some flash prices, here's what the storage squeeze means for your next build.
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Blended inference prices fell 43% by August and crossed below $1 per million tokens by September; Anthropic's effective rate dropped 77% in five months. The price war, the Jevons paradox, and what near-free cloud tokens mean for local AI hardware in 2026.
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Intel crashed up to 28% after weak Q4 2026 guidance — a PC slump, DRAM-driven price hikes, and fab bottlenecks. What the November meltdown means for CPU buyers.
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Qualcomm's AI200 and AI250 inference accelerators put up to 1TB of fast LPDDR on a PCIe card — no HBM. Why the October 2026 announcement matters for cloud inference costs, memory supply, and the economics that also shape local AI
Read Article →
Opera shipped WebAI on October 27, 2026 — local LLMs built into Opera One, GX and Neon. Why running WebGPU inference in the browser beats cloud AI tokens, what hardware you need, and how it compares to Ollama and LM Studio for on-
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AI data centers hoovered the world's nearline HDD capacity in 2026 and NAS drive prices are climbing. We tested 5 CMR drives — Seagate IronWolf Pro, WD Red Pro, Toshiba N300/MG — and the recertified strategy that still makes sense
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A homelabber ran Moonshot AI's 1-trillion-parameter Kimi K2.5 on a used Xeon, an RTX 3060, and 768GB of dirt-cheap secondhand Intel Optane DIMMs at ~4 tokens/second. Why MoE memory tiering is the new answer to the VRAM wall — and
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Microsoft, Meta, Google and Amazon spent 2026 locking in nuclear and grid capacity for AI — and neoclouds like Nebius signed multi-billion-dollar dedicated compute deals. Why megawatts are the new GPU, and what the resulting power
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Nebius raised on-demand Nvidia GPU rates up to 21% on October 1, 2026 — H100 now $4.50/hr, B300 $9.50/hr. The new rate card, why neocloud prices keep climbing, and the break-even math that now favors local inference rigs for conti
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We tested 6 mini-PC firewall appliances for OPNsense and pfSense in 2026 — N100, N305 and 10GbE SFP+ boxes, Protectli and Qotom. Real throughput and Suricata IDS numbers, 2.5GbE port counts, and which box to buy for VLAN-heavy hom
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AI data-center demand tripled DDR5 and doubled SSD prices in 2026, Micron killed retail Crucial, and HBM absorbed the wafer supply. What the memory crisis means for homelab builders — and how to buy through it.
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Passkeys reached scale in 2026: Microsoft Entra's FIDO2 rollout, a 412% adoption surge, and the synced vs hardware-bound split. Where each key type belongs — and how to build a recovery kit that survives it.
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On-device AI went mainstream in 2026: stable NPUs on Snapdragon 8 Elite and Dimensity 9400, sub-1B LLMs at 12-15 tok/s, on-device RAG, and framework convergence. What it means for your hardware and security stack.
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We tested 5 DDR5 kits for a 2026 Proxmox homelab — G.Skill Flare X5, Crucial Pro, Corsair Vengeance, Kingston ECC UDIMM and 2×64GB kits. 2×48GB vs 4-DIMM stability math, 5600 vs 6000 vs 6400, and the ECC question answered.
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We tested 5 UPS units for a 2026 homelab — APC Back-UPS Pro BR1500MS2, CyberPower CP1500PFCLCD, Eaton 9PX and more. Runtime math for Proxmox nodes, pure sine vs simulated, NUT integration and the DC-UPS edge pick.
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TrendForce sees conventional DRAM contract prices rising 10–15% QoQ in Q4 2026 while our 32GB DDR5 kit tracker round-tripped in a week — $471 to $448 back to $468. What the contract-retail gap means for your build.
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Vultr ordered roughly $1.2 billion of AMD Helios racks through HPE — the first major independent-cloud commitment of the MI450 era. What 72-GPU MI455X racks mean for GPU supply, inference pricing, and your build plans.
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Intel gave Crescent Island a real name at OCP 2026: GPU D-Series — 480GB LPDDR5X, 1.3 PFLOPS FP8, 350W air-cooled PCIe. What the memory-first inference bet means for buyers.
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A developer turned an iPhone into a second GPU for Mac local LLM inference over the Metal bridge — 8GB of extra unified-memory capacity, real token gains, and the limits nobody mentions.
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We tested 5 eGPU enclosures and docks in 2026 for local AI workloads — Razer Core X V2, UGREEN LinkStation, Mantiz Venus and more. Thunderbolt 5 vs OCuLink bandwidth, 80GPAT PSU sizing, 24GB VRAM picks and the $0 laptop-side optio
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