PC Hardware News, Reviews & Buying Guides — Page 2 of 61
Daily news digests, benchmark roundups, and long-form buying guides on GPUs, CPUs, home AI workstations, local LLM runtimes, retro PC builds, and the tools real builders use in 2026.
Showing articles 51–100 of 3046.
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- Ryzen 5 5600X vs Ryzen 7 5800X: CPU-Only Qwen2.5 14B (2026) — Measured LocalScore runs put the 5600X at 4.2 tok/s on Qwen2.5 14B Q4_K_M and the 5800X at 3.5-4.3. Why DDR4 bandwidth, not cores, sets… Mike Perry · 2026-09-23 · 16 min read
- Best Hardware for Running Qwen3 Locally in 2026 — Qwen3 runs on anything from a $123 Raspberry Pi to a 24 GB workstation card. Five picks mapped to the size class you actually need, with… Mike Perry · 2026-09-23 · 16 min read
- Ryzen 5 5600X vs Ryzen 5 5600G for CPU-Only Gemma 3 12B — Both AM4 chips run Gemma 3 12B with no GPU at roughly 4-5 tok/s, because dual-channel DDR4 caps them equally. Here is which to buy and why… Mike Perry · 2026-09-23 · 16 min read
- RTX 3060 12GB vs RTX 4070 12GB for Qwen2.5 14B (2026) — Same Qwen2.5 14B Q4 build on both. LocalScore's like-for-like test: RTX 4070 37.9 tok/s vs RTX 3060 26.6; pooled community runs show a… Mike Perry · 2026-09-23 · 14 min read
- Raspberry Pi 4 8GB vs Ryzen 5 5600X: Gemma 3 1B Always-On — A Pi 4 serves 1B-class models at about 5 tok/s on 2.7 W idle; a 5600X hits 32.4. Measured throughput, prefill, watts per token and when… Mike Perry · 2026-09-22 · 16 min read
- Best Local LLM Parts to Buy Before the 2026 Memory Spike — TrendForce logged DDR4 contract prices up to 50% higher in Q1 2026. Five parts that build a working local-LLM box, ranked by what they… Mike Perry · 2026-09-21 · 15 min read
- GTX 1050 Ti vs Ryzen 5 2600 for Gemma 3 1B and Llama 3.2 1B — On Llama 3.2 1B, a GTX 1050 Ti generates 45 tok/s vs 38 on a Ryzen 5 2600, but prefills prompts 9x faster. Measured numbers, quants… Mike Perry · 2026-09-19 · 18 min read
- RTX 3060 12GB vs Ryzen 7 5800X for Qwen3 14B Local Inference (2026) — An RTX 3060 12GB runs Qwen3 14B Q4_K_M at 31.2 tok/s with 16K context in VRAM; a Ryzen 7 5800X manages 3.5-4.3. Fit, prefill, context and… Mike Perry · 2026-09-18 · 15 min read
- Ryzen 5 2600 vs Ryzen 7 5800X for CPU-Only Qwen3 30B-A3B (2026) — CPU-only Qwen3 30B-A3B hits roughly 11–22 tok/s on either AM4 chip. The Ryzen 7 5800X's real win over the 2600 is ~3.5× faster prefill for… Mike Perry · 2026-09-18 · 15 min read
- GTX 1050 Ti 4GB vs Raspberry Pi 4 8GB for Qwen3 1.7B Local Inference — GTX 1050 Ti 4GB vs Raspberry Pi 4 8GB for Qwen3 1.7B: an estimated 45-65 vs 3-4 tok/s, a 100x prompt-speed gap, and a Pi that idles at 1.6… Mike Perry · 2026-09-18 · 16 min read
- Ryzen 5 2600 vs Ryzen 5 5600G for CPU-Only Llama 3.2 3B in 2026 — Ryzen 5 5600G vs 2600 for CPU-only Llama 3.2 3B: est. ~13-19 tok/s generation on both (DDR4-bound); the 5600G reads prompts an est. 2.5-3x… Mike Perry · 2026-09-18 · 16 min read
- Best Parts for a ComfyUI + Local LLM Workstation in 2026 — SDXL plus an 8B chat model needs about 13 GB, more than a 12 GB card holds. The RTX 3060, APU, RAM and storage picks that make both run on… Mike Perry · 2026-09-18 · 15 min read
- GTX 1050 Ti 4GB vs Ryzen 5 5600G iGPU: Which Actually Runs Qwen3 4B? — A GTX 1050 Ti runs Qwen3 4B at about 29 tok/s against roughly 15 on a Ryzen 5 5600G, but only while the context fits in 4 GB. The sourced… Mike Perry · 2026-09-18 · 16 min read
- Ryzen 5 2600 vs Ryzen 9 3900X: Do 12 Cores Buy CPU-Only 8B Inference? — Twelve cores barely speed up CPU-only Qwen3 8B generation, because RAM bandwidth caps both chips near 9 tok/s. The 3900X's real win is 3×… Mike Perry · 2026-09-18 · 15 min read
- Best Parts for a Local LLM Box That Also Runs Jellyfin in 2026 — Five parts for a hybrid inference and media box, sized around VRAM contention: what the encoder takes, what the model needs, and where not… Mike Perry · 2026-09-17 · 12 min read
- RTX 3060 12GB vs GTX 1050 Ti: What a 4GB Card Runs in 2026 — Gemma 3 4B is about 2.4 GB at Q4_K_M. A GTX 1050 Ti measures 19.06 tok/s on a 7B reference run; an RTX 3060 12GB clears 122 tok/s at… Mike Perry · 2026-09-17 · 12 min read
- Ryzen 7 5800X vs Ryzen 9 3900X: Mistral Small 24B Offload (2026) — Mistral Small 24B is about 14.5 GB at Q4_K_M, too big for a 12GB card. Public CPU benchmarks put Zen 3 and Zen 2 within 0.6% on token… Mike Perry · 2026-09-17 · 14 min read
- Best Parts for a Multi-User Local LLM Server in 2026 — Five parts for a shared local LLM server: an RTX 3060 12GB that hits 275 tok/s across eight streams, an eight-core host, a quiet cooler… Mike Perry · 2026-09-17 · 14 min read
- Llama 3.3 70B: Dual RTX 3060 12GB vs Ryzen 7 5800X CPU Offload (2026) — Llama 3.3 70B at Q4_K_M needs 42.5 GB, so two RTX 3060s and a DDR4 CPU host both offload. Sourced tok/s, quant sizes and which upgrade to… Mike Perry · 2026-09-17 · 15 min read
- Ryzen 9 3900X vs Ryzen 5 5600G for CPU-Only Local LLM Inference (2026) — A 12-core Ryzen 9 3900X generates just 12% faster than a six-core Zen 3 chip on DDR4-3600. Specs, llamafile data, DDR4 bandwidth math and… Mike Perry · 2026-09-17 · 15 min read
- Gemma 3 12B vs Qwen2.5 14B on a 12 GB RTX 3060: Which Fits, Which Is Faster — Both fit an RTX 3060 12GB: Gemma 3 12B (7.30 GB Q4_K_M, per bartowski) holds 32K context; Qwen2.5 14B (8.99 GB) tops out near 11K–14K per… Mike Perry · 2026-09-17 · 14 min read
- Best Parts for a Long-Context Local LLM Workstation in 2026 — Five parts for 32K-64K context local LLMs: KV-cache math for 8B and 14B models, RTX 3060 long-context tok/s, host CPU trade-offs and… Mike Perry · 2026-09-17 · 15 min read
- DeepSeek V4.1-Flash on One RTX 3060 12GB vs Two: Why Neither Can Load It, and What 24 GB Runs Instead — DeepSeek V4.1-Flash weights total 510 GB per its Hugging Face card, so no RTX 3060 rig can load it. What 1 or 2 cards run instead, with… Mike Perry · 2026-09-17 · 15 min read
- Iris-mini vs Iris-pro on an RTX 3060 12GB: Which Open-Weight Search Agent Fits 12 GB VRAM — Iris-mini runs on an RTX 3060 12GB with expert offload; Iris-pro needs 806.8 GB of weights. Quant sizes, KV math, BrowseComp scores and… Mike Perry · 2026-09-17 · 15 min read
- RTX 3060 12GB vs RTX 4060 Ti 16GB for Gemma 3 12B (2026) — RTX 3060 12GB or RTX 4060 Ti 16GB for Gemma 3 12B? The 3060 generates ~25% faster; the 4060 Ti prefills ~60% faster and holds Q8_0 or 64K… Mike Perry · 2026-09-16 · 19 min read
- Best Hardware for Running Small Language Models Locally in 2026 — The best hardware for sub-4B local LLMs in 2026: RTX 3060 12GB, Ryzen 5 5600G and Raspberry Pi 4 8GB, ranked on tok/s, prefill, watts and… Mike Perry · 2026-09-16 · 16 min read
- Qwen2.5 7B on a Budget: RTX 3060 12GB vs Ryzen 5 5600G iGPU (2026) — Qwen2.5 7B at Q4_K_M is a 4.68 GB file. An RTX 3060 12GB runs it near 55-63 tok/s; a Ryzen 5 5600G near 8. VRAM, prefill, context and cost… Mike Perry · 2026-09-16 · 16 min read
- Qwen3 0.6B: Raspberry Pi 4 8GB vs Ryzen 5 5600G for Tiny-Model Hosts (2026) — Qwen3 0.6B needs under 1 GB at Q4_K_M. Scaled from Pi 4 runs, expect ~5.7 tok/s at 8 W; a Ryzen 5 5600G is estimated near 70. Memory… Mike Perry · 2026-09-16 · 16 min read
- Best Parts for a Local Coding-Agent Rig in 2026 — Qwen2.5-Coder-14B is 8.99 GB at Q4_K_M and runs ~30 tok/s on an RTX 3060 12GB. The GPU, CPU, cooler and storage picks for a 24/7 local… Mike Perry · 2026-09-16 · 15 min read
- Qwen3 4B on Raspberry Pi 4 8GB vs Ryzen 5 5600G: Which Cheap Always-On Box Wins? — Qwen3 4B is 2.50 GB at Q4_K_M. Scaled from public Pi 400 and Zen 3 runs: ~1.3 tok/s on a Pi 4 8GB, ~15 on a Ryzen 5 5600G. Prefill and… Mike Perry · 2026-09-16 · 17 min read
- RTX 3060 12GB vs Ryzen 9 3900X for Qwen2.5 14B: GPU or CPU in 2026? — An RTX 3060 12GB runs a Qwen2 14B at Q4_K_M at 29.77 tok/s; a Ryzen 9 3900X caps near 5.7 on DDR4. VRAM, prefill, offload and per-watt… Mike Perry · 2026-09-16 · 18 min read
- Voodoo 5 6000 Verdict: What the Lab Established and Tests Next — SpecPicks Retro Lab verdict on the Strange God Voodoo 5 6000: a 3.47× Quake III spread from one registry value, FSAA never delivered, and… Mike Perry · 2026-09-16 · 13 min read
- Voodoo 5 6000 Stability: Hangs, Wedges and a Bricked Board — Voodoo 5 6000 stability on the Retro Lab's Athlon XP hosts: a self-bricking BIOS, six false wedge verdicts, 14 lost rows re-measured… Mike Perry · 2026-09-16 · 12 min read
- Voodoo 5 6000 FSAA: The Feature That Never Engaged — Voodoo 5 6000 FSAA under AmigaMerlin 3.1-R11: three byte-identical Quake III frames, 2× AA at 0.99× the cost, and UT99 8× AA rendering… Mike Perry · 2026-09-16 · 12 min read
- Voodoo 5 6000 Benchmarks: Quake III at Five Resolutions — Voodoo 5 6000 benchmarks: Quake III at five resolutions on an Athlon XP 2400+. One registry value takes 1600x1200 from 25.1 to 87.0 fps, a… Mike Perry · 2026-09-16 · 11 min read
- Voodoo 5 6000 Lab Method: Two Motherboards, One Dead BIOS — How the SpecPicks Retro Lab benchmarked a Voodoo 5 6000: two Athlon XP hosts, AmigaMerlin 3.1-R11 pinned by md5, one setting per boot… Mike Perry · 2026-09-16 · 12 min read
- Voodoo 5 6000 in 2026: The Card That Never Shipped, Reproduced — How 3dfx's four-chip Voodoo 5 6000 died in 2000, how zx-c64 rebuilt it on real VSA-100 silicon, and what the SpecPicks Retro Lab's… Mike Perry · 2026-09-16 · 11 min read
- Best Parts for a Local Speech and Vision AI Box in 2026 — Whisper Large-v2 in int8 is 2,926 MB; a 12B vision model is 8.2 GB. That 11.1 GB total decides the GPU, the CPU, the drive and the cooler. Mike Perry · 2026-09-16 · 15 min read
- Gemma 3 12B: RTX 3060 12GB vs Ryzen 7 5800X CPU Offload (2026) — Gemma 3 12B is 7.30 GB at Q4_K_M. An RTX 3060 12GB runs 12B models at 28-29 tok/s; a Ryzen 7 5800X is bandwidth-bound. Here is the full… Mike Perry · 2026-09-16 · 14 min read
- Qwen3 8B: Raspberry Pi 4 8GB vs RTX 3060 12GB (2026) — Qwen3 8B is 5.03 GB at Q4_K_M. Pi-class hardware tops out near 2 tok/s; an RTX 3060 12GB hits 55.2. The full bandwidth, KV-cache and power… Mike Perry · 2026-09-16 · 13 min read
- gpt-oss 20B: RTX 3060 12GB vs Ryzen 5 5600G CPU-Only (2026) — gpt-oss 20B runs on a Ryzen 5 5600G with 32 GB of RAM, but an RTX 3060 12GB posts 64 tok/s at 16K context (llama.cpp discussion #15396). Mike Perry · 2026-09-11 · 19 min read
- Best Parts for a CPU-Offload Local LLM Build in 2026 — Run LLMs bigger than your VRAM: Ryzen 7 5800X, 12GB RTX 3060 and 64GB DDR4, with the 51 GB/s bandwidth math and a one-click Amazon parts… Mike Perry · 2026-09-11 · 13 min read
- RTX 3060 12GB vs RTX 4060 Ti 16GB for Qwen2.5-Coder 14B (2026) — RTX 3060 12GB and RTX 4060 Ti 16GB generate Qwen2.5-Coder 14B at ~26 tok/s; the 4060 Ti prefills 65% faster and fits 32K context. Which to… Mike Perry · 2026-09-11 · 14 min read
- Dual RTX 3060 12GB vs RTX 3090 24GB for Qwen2.5 32B (2026) — Dual RTX 3060 12GB cards fit Qwen2.5 32B Q4_K_M at an estimated 12-15 tok/s; one RTX 3090 ran a same-size 32B model at 35.1 tok/s… Mike Perry · 2026-09-11 · 16 min read
- Best Parts for a Local RAG Document-QA Workstation in 2026 — A 12GB RTX 3060 holds an 8B-14B generator plus an embedding model. Five parts for a private document-QA box, with index-size and prefill… Mike Perry · 2026-09-10 · 17 min read
- Llama 3.2 3B: Raspberry Pi 4 8GB vs RTX 3060 12GB for Local Inference — A Pi 4-class board runs Llama 3.2 3B at 1.60 tok/s; an RTX 3060 12GB hits 122.85. Memory, power, storage and cost per token for edge… Mike Perry · 2026-09-10 · 15 min read
- gpt-oss 120B at Home: RTX 3060 12GB Offload vs Ryzen 7 5800X CPU-Only — gpt-oss 120B needs ~64GB of memory. Inferred from published proxies, an RTX 3060 12GB offload build should beat a CPU-only Ryzen 7 5800X… Mike Perry · 2026-09-10 · 15 min read
- Best Parts for a Local LoRA Fine-Tuning Workstation in 2026 — QLoRA fits a 7B fine-tune inside 12GB of VRAM. Five picks that clear that ceiling and survive a multi-hour training run without throttling… Mike Perry · 2026-09-10 · 18 min read
- Jetson Orin Nano Super vs Coral USB: Which One Runs an LLM? — Coral USB is a 4 TOPS INT8 vision coprocessor with 8MB of SRAM. Jetson Orin Nano Super is 67 TOPS with 8GB of unified memory. Only one of… Mike Perry · 2026-09-10 · 17 min read
- NVIDIA H200 vs B200 for LLM Inference: What Changes in 2026 — B200 brings 192GB at 8TB/s against H200's 141GB at 4.8TB/s. Published throughput gains span 1.47x to 4x — here is which number applies to… Mike Perry · 2026-09-10 · 16 min read