All Articles — AI, PC Gaming, Retro PC & Maker Reviews

By the SpecPicks Editorial Team · 496 articles published · Updated 2026-05-21

Every long-form article and deep-dive review on SpecPicks — sorted by trend score (most-searched topics surface first), filterable by vertical and category. See how we source benchmark data → for the public benchmarks and cited measurements that back every recommendation.

🤖 AI Rigs — trending-ai 70 articles

🔥 Running Local LLMs on a Raspberry Pi 4 8GB: tok/s, Quantization, and What Actually Works

A Pi 4 8GB runs Llama 3.2 3B at q4_K_M at ~3.4 tok/s generation, with brutal prefill on long prompts. Community benchmarks measured TinyLlama, Qwen2.5, Llama 3.2, and Phi-3-mini across q3/q4/q5/q8 on a stock Pi 4 8GB…

SpecPicks Editorial · 2026-05-01 · trending-ai · 16 min · trend 92

LLM-Driven Driver Install on Windows 98, 2000, and XP: Vision-LLM Walkthroughs from a 4-PC Retro Fleet

SpecPicks Editorial · 2026-05-01 · 14 min · trend 88
Qwen 3.6 35B-A3B KV Cache Deep Dive: Memory, PPL, and Quantization Tradeoffs

SpecPicks Editorial · 2026-04-30 · 14 min · trend 87
Running a Local Coding Agent on a Small Model: What Actually Breaks (and How to Fix It)

SpecPicks Editorial · 2026-04-30 · 14 min · trend 86
Using Claude to Auto-Generate Period-Correct DOSBox-X Configs for 90s PC Games

SpecPicks Editorial · 2026-05-01 · 15 min · trend 86
Build a Budget Local-LLM Workstation Under $1,500: Ryzen 7 5800X + RTX 3060 12GB Benchmarks

SpecPicks Editorial · 2026-05-01 · 16 min · trend 85
LLM-Driven INF Patcher: Using Claude to Install Vintage GPU Drivers on Win98 and WinXP

SpecPicks Editorial · 2026-05-06 · trend 85
Troubleshooting Local LLM Inference on Raspberry Pi 4 8GB and Pi 5: OOM, Swap, Quantization Crashes, and llama.cpp Build Failures (2026)

SpecPicks Editorial · 2026-05-02 · 21 min · trend 82
IBM Granite 4.1 (3B / 8B / 30B): Local Inference Benchmarks and Hardware Picks

SpecPicks Editorial · 2026-04-29 · 9 min · trend 81
Debugging Vintage Windows with Claude: SYSFIX Patterns for Win98 vcache, MSNP32, and Glide Hangs

SpecPicks Editorial · 2026-05-01 · 12 min · trend 81
NVFP4 on RTX 50-Series: What llama.cpp's Native FP4 Support Means for Local Inference

SpecPicks Editorial · 2026-04-29 · 9 min · trend 79
Local 13B LLM Inference on a $700 Used Build: Ryzen 7 3700X + RTX 3060 12GB Benchmarked

SpecPicks Editorial · 2026-05-02 · 18 min · trend 79
Qwen 3.6-27B in Full VRAM on a 5070 Ti: 50K Context at 4.256bpw, Real Numbers

SpecPicks Editorial · 2026-04-30 · 14 min · trend 77
llama.cpp on Snapdragon Hexagon NPU: First Real Benchmarks and What Actually Works

SpecPicks Editorial · 2026-05-01 · 15 min · trend 76
Gemma 4 and Larger Qwen 3.6: What Hardware You'll Actually Need

SpecPicks Editorial · 2026-04-30 · 14 min · trend 76
Raspberry Pi 4 (8GB) vs Raspberry Pi 5 for Local LLMs: Tokens/sec at TinyLlama, Phi-3 Mini, and Llama 3.2 1B

SpecPicks Editorial · 2026-05-01 · 13 min · trend 71
Qwen 3.6 27B vs Llama 3.1 70B on Local Hardware: tok/s, VRAM, and Quality (2026)

SpecPicks Editorial · 2026-05-06 · trend 70
Running Llama 3.2 on a Raspberry Pi 5 vs Pi 4: A 2026 Benchmark

SpecPicks Editorial · 2026-05-05 · trend 66
AI-Driven Driver Install on Win98 + WinXP: Vision-LLM Walks the Installer (Field Report)

SpecPicks Editorial · 2026-05-04 · trend 64
AI-Driven Driver Hunt: Using Claude to Identify Mystery PCI Cards in Win98 Device Manager

SpecPicks Editorial · 2026-05-06 · trend 60
AI-Assisted Driver Hunting on Voodoo3 + GeForce 4 Ti: A 2026 Win98 Workflow

Mike Perry · 2026-05-20 · 10 min
Troubleshooting Corsair 12V-2x6 Cable Issues on RTX-Class GPUs (2026)

Mike Perry · 2026-05-20 · 9 min
Using a Raspberry Pi 5 with AI to Recover Lost Windows 98 INF Files (2026)

Mike Perry · 2026-05-20 · 9 min
DeepSeek 4 Flash on 128GB MacBook: Local Inference Throughput Reality Check

Mike Perry · 2026-05-20 · 11 min
MTP in llama.cpp: The Regression, the Fix, and the KV-Cache Free Lunch

SpecPicks Editorial · 2026-05-18 · 10 min
Claude Mythos: What Anthropic Found + Why Regulators Were Briefed

Mike Perry · 2026-05-18 · 10 min
Qwen 3.6 27B on 24GB VRAM: Backend, Quant + Settings Synthesis

SpecPicks Editorial · 2026-05-18 · 11 min
Qwen 3.6 27B on RTX 3060 12GB: Backend + Quant Settings for 2026

SpecPicks Editorial · 2026-05-18 · 11 min
Best SSD for a Local LLM Workstation: NVMe vs SATA Model-Load Latency Tested

SpecPicks Editorial · 2026-05-15 · 14 min
Local LLM as a Quake 3 / UT99 Demo Coach: Ollama on Ryzen 7 5800X + RTX 3060 (2026)

SpecPicks Editorial · 2026-05-15
Vision LLMs Driving Win98 Driver Installs: Inside Our 4-PC Retro Fleet

SpecPicks Editorial · 2026-05-15 · 11 min
Vision LLMs Driving Period-Correct WinXP and Win98 Installers: Field Report from a 4-PC Retro Fleet

SpecPicks Editorial · 2026-05-15 · 11 min
Local LLM Inference on the RTX 3060 12GB: 2026 Quantization Playbook

SpecPicks Editorial · 2026-05-15 · 11 min
Running a Local LLM on the Ryzen 7 5800X + RTX 3060 12GB: Ollama Throughput Per Watt

SpecPicks Editorial · 2026-05-14 · 18 min
Using Claude to Drive Period-Correct Win98 Driver Installs on Voodoo and GeForce 4 Hardware

SpecPicks Editorial · 2026-05-13 · 11 min
AI-Driven Driver Recovery on a Voodoo3 + Win98 Retro Rig

SpecPicks Editorial · 2026-05-13 · 11 min
Qwen3.6 35B A3B on RTX 3060 12GB: 80 tok/s with llama.cpp MTP

SpecPicks Editorial · 2026-05-13 · 12 min
AI-Driven Driver Install on Win9x: Vision LLM + Voodoo3 Recovery

SpecPicks Editorial · 2026-05-13 · 13 min
AI-Driven Win98 Voodoo3 Driver Recovery on a Raspberry Pi 5 Companion

SpecPicks Editorial · 2026-05-13 · 10 min
AI-Driven Sound Blaster Driver Install on WinXP via Vision LLM

SpecPicks Editorial · 2026-05-13 · 10 min
AMD Ryzen AI Max+ PRO 495 192GB: What the PassMark Leak Tells Us

SpecPicks Editorial · 2026-05-13 · 10 min
AI-Driven Sound Blaster Driver Recovery on Win98 in 2026

SpecPicks Editorial · 2026-05-13 · 10 min
Using Claude to Recover Sound Blaster Audigy Drivers on WinXP

SpecPicks Editorial · 2026-05-12
Running Qwen3.6 35B-A3B on an RTX 3060 12GB: MTP Self-Speculation Performance Deep-Dive

SpecPicks Editorial · 2026-05-12
Running a Local LLM on a Raspberry Pi 4 Cluster — Realistic Expectations for 2026

SpecPicks Editorial · 2026-05-12
Qwen 3.6 35B A3B on RTX 3060 12GB — Real Tok/s and What to Expect

Mike Perry · 2026-05-12 · 10 min
AI-Assisted Sound Blaster Audigy FX Install on Windows XP

SpecPicks Editorial · 2026-05-12
Running Qwen3.6 35B A3B on a Single RTX 3060 12GB: A Practical Guide

SpecPicks Editorial · 2026-05-12
AI-Driven Win98 Voodoo Driver Install: A Repeatable Vision-LLM Playbook for the Sound Blaster Audigy FX

SpecPicks Editorial · 2026-05-12
Running Qwen3.6 35B A3B at 80 tok/s on a 12GB GPU: What the MSI RTX 3060 12GB Setup Looks Like

Mike Perry · 2026-05-09 · 11 min
Running Qwen3.6 35B A3B at 80 tok/s on a 12GB GPU: The MTP Setup Guide

Mike Perry · 2026-05-09 · 10 min
Building a Local LLM Workstation on a Raspberry Pi 5 + Ryzen 7 5800X Hybrid

SpecPicks Editorial · 2026-05-09
AI-Driven Audigy Driver Recovery on Win98: Vision-LLM Walks the Installer

SpecPicks Editorial · 2026-05-09
Running Qwen 35B-A3B Locally on a 12GB GPU: Setup Guide and Benchmarks

SpecPicks Editorial · 2026-05-08
AI-Assisted Win98 SoundBlaster Driver Install on a Voodoo3 Build (2026)

SpecPicks Editorial · 2026-05-08
Quiet RTX 3060 12GB Local LLM Box: Build Notes from a Real Setup

SpecPicks Editorial · 2026-05-08
Raspberry Pi 4 8GB as a Quiet Local LLM Inference Box (2026 Reality Check)

SpecPicks Editorial · 2026-05-08
Strix Halo Clustering for Local LLMs: What the LocalLLaMA Reports Show

SpecPicks Editorial · 2026-05-08
Running a Local LLM on a Raspberry Pi 4: Realistic Tooling Stack for 2026

SpecPicks Editorial · 2026-05-08
Running Local LLMs on the Raspberry Pi 4 8GB — Realistic Token-Throughput in 2026

SpecPicks Editorial · 2026-05-08
AI-Assisted Driver Install on a Voodoo3 + Win98 Rig: A First-Person Reportage

SpecPicks Editorial · 2026-05-08
Running Local LLMs on a Raspberry Pi 4 8GB: Realistic 2026 Benchmarks

SpecPicks Editorial · 2026-05-08
Running Local LLMs on the Raspberry Pi 4 8GB: 2026 Reality Check

SpecPicks Editorial · 2026-05-07
AI-Driven Win98 LAN Party Server Config Generation

SpecPicks Editorial · 2026-05-07
Building a Period-Correct Win98 LAN Server with AI-Generated Configs

SpecPicks Editorial · 2026-05-07
Running Qwen 3.6 27B on a Single RTX 3060 12GB: Quantization, Context, and Real Tok/s

SpecPicks Editorial · 2026-05-07
AI-Driven Vintage Driver Install on WinXP: Using Vision-LLM to Walk a Voodoo + Audigy Setup

SpecPicks Editorial · 2026-05-07
Running Local LLMs on a Raspberry Pi 5 in 2026: What Works, What Doesn't

SpecPicks Editorial · 2026-05-07
AI-Driven Driver Hunt: Installing Vintage Sound Cards on Windows 98 With Claude

SpecPicks Editorial · 2026-05-07
RTX 3060 12GB for Local LLM Inference: Real Throughput in 2026

SpecPicks Editorial · 2026-05-07