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

By the SpecPicks Editorial Team · 959 articles published · Updated 2026-06-07

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.

All articles — trending-ai 196 articles

NVIDIA Nemotron 3 Ultra: What It Takes to Run Locally

🔥 NVIDIA Nemotron 3 Ultra: What It Takes to Run Locally

Public sizing math, quantization tradeoffs, and the realistic local-hardware tiers for NVIDIA's Nemotron 3 Ultra — including where a 12GB RTX 3060 lands.

Mike Perry · 2026-06-05 · trending-ai · 10 min · trend 95

Ryzen AI Max+ 395 128GB vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-05-30 · 9 min · trend 95
Forza Horizon 6 Hits 130K Concurrent on Steam, Tops PC Gamer at 84/100

Mike Perry · 2026-05-25 · 10 min · trend 95
Claude Opus 4.8 Tops the Intelligence Index — How Close Can a $300 RTX 3060 Get Locally?

Mike Perry · 2026-05-29 · 11 min · trend 94
Running Local LLMs on a Raspberry Pi 4 8GB: tok/s, Quantization, and What Actually Works

SpecPicks Editorial · 2026-05-01 · 16 min · trend 92
Gemma 4 12B Speech-to-Text on an RTX 3060 12GB: Local Transcription tok/s

Mike Perry · 2026-06-07 · 10 min · trend 92
Nemotron 3 Ultra vs Step 3.7 Flash: The 2026 Open-Weights Race

Mike Perry · 2026-06-05 · 14 min · trend 92
GPT-5.5 Instant Shipped: What an RTX 3060 12GB Local Stack Covers When OpenAI Retires a Model

Mike Perry · 2026-05-30 · 10 min · trend 92
AMD Instinct MI300X vs Consumer GPUs: What Local AI Builders Should Buy in 2026

Mike Perry · 2026-05-29 · 13 min · trend 92
Claude Opus 4.8 Raised the Bar — Best Local Coding LLMs for a 12GB RTX 3060

Mike Perry · 2026-05-28 · 11 min · trend 92
The vLLM MCP Vulnerability: What Local LLM Operators Need to Do

Mike Perry · 2026-05-28 · 10 min · trend 92
Qwen3.7-Plus vs Gemma 4 12B for Local Agents on a 12GB GPU

Mike Perry · 2026-06-07 · 10 min · trend 90
Ollama on a 12GB RTX 3060: Best Models and tok/s in 2026

Mike Perry · 2026-06-05 · 10 min · trend 90
Microsoft + Nvidia Agent PCs: Hardware to Run Agents Locally

Mike Perry · 2026-05-30 · 10 min · trend 90
Claude Opus 4.8 Tops the Intelligence Index: Cloud vs Local on a 3060

Mike Perry · 2026-05-29 · 10 min · trend 90
Gemma 4 31B Uncensored on a 12GB RTX 3060: What Fits, How Fast

Mike Perry · 2026-05-29 · 11 min · trend 90
Qwen3.6-35B-A3B on an 8GB Laptop: What the Krasis Benchmark Means for Local Inference

Mike Perry · 2026-05-28 · 9 min · trend 90
CUDA 13.3 and the RTX 3060: What Changes for Local LLM Inference

Mike Perry · 2026-05-27 · 10 min · trend 90
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
Can a 12GB RTX 3060 Still Run 2026's Local LLMs?

Mike Perry · 2026-06-05 · 10 min · trend 88
Ryzen AI Max 400 Gorgon Halo vs RTX 3060 for Local LLMs

Mike Perry · 2026-05-31 · 10 min · trend 88
OpenAI Codex Now Drives Windows Autonomously: What It Means for Local AI Rigs

Mike Perry · 2026-05-31 · 14 min · trend 88
Microsoft + Nvidia Agent PCs vs a DIY RTX 3060 12GB Local-Agent Box

Mike Perry · 2026-05-30 · 12 min · trend 88
Qwen3.6 35B on a Single RTX 3060 12GB: What Actually Fits

Mike Perry · 2026-05-28 · 11 min · trend 88
Intel LLM-Scaler vLLM 1.4 on Arc Pro B70: What the Latest Driver Stack Means for Local Inference

Mike Perry · 2026-05-27 · 13 min · trend 88
hipEngine on Strix Halo + 7900 XTX: Native Qwen 3.6 Inference Without ROCm Drama

Mike Perry · 2026-05-25 · 11 min · trend 88
Qwen3.6 35B-A3B Just Cleared FoodTruck-Bench: What the MoE Sparse Path Means for 12GB Cards

Mike Perry · 2026-05-27 · 12 min · trend 87
Qwen 3.6 35B-A3B KV Cache Deep Dive: Memory, PPL, and Quantization Tradeoffs

SpecPicks Editorial · 2026-04-30 · 14 min · trend 87
RTX 3060 12GB vs RX 7600 XT for Local LLMs: The Cheap Inference Card to Buy in 2026

Mike Perry · 2026-05-31 · 13 min · trend 86
Cerebras Says It's Running GPT-5.5 Internally — What It Means for Local LLM Boxes

Mike Perry · 2026-05-31 · 13 min · trend 86
Devin Maker Cognition Hits $26B: What a Capital-Backed Coding Agent Race Means for Local-LLM Builders

Mike Perry · 2026-05-27 · 11 min · trend 86
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
Gemma 4 12B Runs Local: Best 12GB GPUs for Google's New Open Model

Mike Perry · 2026-06-06 · 11 min · trend 85
ChatGPT Now Saves Dossiers About You: Build a Private Local LLM Box

Mike Perry · 2026-06-05 · 13 min · trend 85
Cut AI API Bills: Run Local LLMs on an RTX 3060 12GB (2026)

Mike Perry · 2026-05-30 · 11 min · trend 85
Surprise AI Bills: Moving LLM Work to a Local RTX 3060 12GB Rig

Mike Perry · 2026-05-29 · 11 min · trend 85
Local LLMs on Refurb M4 Max vs New M5 Max: What the LocalLLaMA Numbers Show

Mike Perry · 2026-05-28 · 11 min · trend 85
Ternary Text-to-Image: Running Bonsai 4B on a 12GB RTX 3060

Mike Perry · 2026-05-26 · 11 min · trend 85
Qwen Plays DCSS: What Roguelike Runs Tell Us About Long-Context Agent Performance

Mike Perry · 2026-05-25 · 10 min · trend 85
RX 9070 XT vs RTX 3060 12GB for Local LLM Inference (2026)

Mike Perry · 2026-05-30 · 10 min · trend 82
Running a Local Coding Agent on an RTX 3060 12GB: Qwen3-Coder in Practice

Mike Perry · 2026-05-29 · 10 min · trend 82
AMD Ryzen AI Max+ 'Gorgon Halo' 192GB: What 192GB Unified Memory Means for Local LLMs

Mike Perry · 2026-05-28 · 10 min · trend 82
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
Qwen3.7-Plus Goes Agentic: Cloud Model vs Your Local 12GB Rig

Mike Perry · 2026-06-06 · 10 min · trend 80
Open Weights Are Reshaping Agentic Coding: A 2026 Local-Rig Reality Check

Mike Perry · 2026-06-05 · 15 min · trend 80
NVIDIA Cosmos 3 vs Ideogram 4.0: Which Open Image Model to Run on 12GB

Mike Perry · 2026-06-04 · 7 min · trend 80
Step 3.7 Flash vs Gemma 4 12B: Which Local Model Wins on a 12GB GPU?

Mike Perry · 2026-06-04 · 7 min · trend 80
Grok Imagine 1.5 Brings 720p Image-to-Video — Can You Run It Locally?

Mike Perry · 2026-06-04 · 9 min · trend 80
Intel Arc Pro B70 vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-06-01 · 10 min · trend 80
What Hardware Runs a Gemini-Class Model Locally in 2026?

Mike Perry · 2026-05-31 · 10 min · trend 80
Intel Arc Pro B70 vLLM Support Lands — vs RTX 3060 12GB

Mike Perry · 2026-05-31 · 12 min · trend 80
Gemma 4 31B Heretic Finetune: Can It Run on a 12GB RTX 3060?

Mike Perry · 2026-05-30 · 10 min · trend 80
CPU-Only LLM Inference on a Ryzen 7 5800X: When 32GB of RAM Beats a 12GB GPU

Mike Perry · 2026-05-30 · 9 min · trend 80
What Fits in 12GB VRAM? RTX 3060 Local LLM Model Guide (2026)

Mike Perry · 2026-05-29 · 13 min · trend 80
LiquidAI LFM2.5-8B-A1B: An 8B MoE You Can Run on a 12GB RTX 3060

Mike Perry · 2026-05-28 · 9 min · trend 80
Ryzen AI Max 400 'Gorgon Halo' 192GB vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-05-28 · 10 min · trend 80
Intel llm-scaler-vllm PV 1.4 Adds Arc Pro B70 Support: What Local-LLM Builders Get

Mike Perry · 2026-05-27 · 9 min · trend 80
Intel llm-scaler-vllm 1.4: Arc Pro B70 Inference Support Lands

Mike Perry · 2026-05-27 · 10 min · trend 80
Gemini 3.5 Flash vs Local LLMs on a 12GB GPU: When Cloud Wins

Mike Perry · 2026-05-26 · 10 min · trend 80
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
Grok Imagine 1.5 Shipped 720p Video — Run Local Image/Video Gen Instead

Mike Perry · 2026-06-05 · 11 min · trend 78
HiDream-O1-Image on an RTX 3060 12GB: Does It Fit?

Mike Perry · 2026-06-01 · 10 min · trend 78
Ryzen AI Max+ 'Gorgon Halo' 192GB vs RTX 3060 12GB for Local LLMs (2026)

Mike Perry · 2026-06-01 · 10 min · trend 78
RX 9070 XT vs RTX 3060 12GB for Local LLMs in 2026

Mike Perry · 2026-05-31 · 11 min · trend 78
1-Trillion-Param LLM on 768GB of Optane vs a 12GB RTX 3060: What's Practical

Mike Perry · 2026-05-31 · 9 min · trend 78
Best Budget GPU for CNN and Image-Model Training in 2026: The RTX 3060 12GB Deep Dive

Mike Perry · 2026-05-31 · 11 min · trend 78
768GB Optane vs RTX 3060 12GB: The Trillion-Param LLM Reality

Mike Perry · 2026-05-31 · 13 min · trend 78
Gemma 4 31B on a 12GB RTX 3060: Quantization, VRAM, and Real tok/s

Mike Perry · 2026-05-30 · 14 min · trend 78
RTX 3060 12GB: Ollama vs llama.cpp vs vLLM Token Speed (2026)

Mike Perry · 2026-05-30 · 17 min · trend 78
Ryzen AI Max 400 'Gorgon Halo': 192GB Unified Memory vs an RTX 3060 for Local LLMs

Mike Perry · 2026-05-29 · 12 min · trend 78
Gemma-4-Harmonia-31B Uncensored on RTX 3060 12GB: Quantization, VRAM, and tok/s

Mike Perry · 2026-05-28 · 11 min · trend 78
Gemma-4-Harmonia-31B Heretic: What the Uncensored Merge Adds Over Base Gemma 4

Mike Perry · 2026-05-28 · 11 min · trend 78
AMD Ryzen AI Max 400 'Gorgon Halo': 192GB for Local LLMs vs RTX 3060 12GB

Mike Perry · 2026-05-28 · 9 min · trend 78
Q4_K_M Is Fine for Chat, a Trap for Agents: KV Cache Quant Math for Local Coding

Mike Perry · 2026-05-27 · 11 min · trend 78
Intel Optane DIMMs Run 1-Trillion-Parameter LLM on One Workstation

Mike Perry · 2026-05-27 · 13 min · trend 78
AMD Ryzen AI Max 400 'Gorgon Halo': 192GB Unified Memory for Local LLMs

Mike Perry · 2026-05-25 · 13 min · trend 78
Forza Horizon 6 Advanced Shader Delivery: 4-Second Loads vs 90 Seconds Explained

Mike Perry · 2026-05-25 · 11 min · trend 78
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
Microsoft + Nvidia AI PCs Run Real Agents: The Local Hardware That Matches (2026)

Mike Perry · 2026-06-01 · 10 min · trend 75
ComfyUI on a 12GB RTX 3060: SDXL and Flux Image Gen Benchmarked

Mike Perry · 2026-05-30 · 10 min · trend 75
When OpenAI Retires a Model: Build a Local RTX 3060 Hedge

Mike Perry · 2026-05-30 · 15 min · trend 75
Local AI on a Raspberry Pi in 2026: What Actually Runs (and What Doesn't)

Mike Perry · 2026-05-29 · 10 min · trend 75
vLLM Framework Vulnerability: What Local LLM Operators Need to Patch in 2026

Mike Perry · 2026-05-28 · 10 min · trend 75
Running a Local LLM on a Raspberry Pi 5 With llama.cpp: Real tok/s on 1B-8B Models

Mike Perry · 2026-05-19 · 12 min · trend 75
Llama.cpp Console Released: What Changes for Local LLM Operators on a 12GB GPU

Mike Perry · 2026-05-27 · 10 min · trend 74
After the Mythos Cyber-Ops Report, Why Run AI on an Air-Gapped Local Box

Mike Perry · 2026-06-05 · 9 min · trend 72
Shared ChatGPT and Claude Chat Links Are Spreading Malware (And Local LLMs Fix It)

Mike Perry · 2026-05-30 · 12 min · trend 72
Gemma 4 31B-IT on a 12GB RTX 3060: What Fits, What Offloads, How Fast

Mike Perry · 2026-05-28 · 10 min · trend 72
CUDA 13.3 Landed: What Local LLM Operators Need to Know for RTX 3060 / 4090 Rigs

Mike Perry · 2026-05-27 · 10 min · trend 72
Qwen3.6 27B on a Single RTX 3060 12GB: Why MTP Drops Context From 137K to 14K

Mike Perry · 2026-05-27 · 12 min · trend 72
Qwen 3.6 35B-A3B-MTP on a GTX 1060 6GB: How Far Can Old GPUs Still Go?

Mike Perry · 2026-05-25 · 12 min · trend 72
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
Does Ryzen 3D V-Cache Speed Up CPU-Only LLM Inference?

Mike Perry · 2026-05-29 · 10 min · trend 70
MiniCPM5-1B: The 1B Model That Beats Reasoning Peers by Knowing When to Shut Up

Mike Perry · 2026-05-27 · 10 min · trend 70
AI-Driven Driver Install on Win98 + WinXP: Vision-LLM Walks the Installer (Field Report)

SpecPicks Editorial · 2026-05-04 · trend 64
Heterogeneous GPU Weighting and Layer Splitting: Mixed-GPU LLM Inference on Consumer Hardware

Mike Perry · 2026-05-28 · 11 min · trend 64
Is 12GB VRAM Still Enough for Local LLMs in 2026?

Mike Perry · 2026-05-31 · 10 min · trend 60
Gemini-Class Models on Local Hardware: How Much VRAM You Actually Need

Mike Perry · 2026-05-31 · 11 min · trend 60
Codex Now Drives Windows PCs: The Local-Agent Rig You Can Build Instead

Mike Perry · 2026-05-31 · 11 min · trend 60
Qwen 27B Context Collapse: Why MTP Drops 137K to 14K on 12GB GPUs

Mike Perry · 2026-05-27 · 10 min · trend 60
Cactus Hybrid Router: Gemma4-2B Local + Gemini Fallback

Mike Perry · 2026-05-27 · 10 min · trend 60
Ryzen AI Max+ 395 128GB vs Dual RTX 3060 for Local LLMs

Mike Perry · 2026-05-27 · 10 min · trend 55
Gemma 4 31B Creative-Writing Finetunes on RTX 3060 12GB

Mike Perry · 2026-05-29 · 12 min · trend 50
Ollama vs llama.cpp vs vLLM on the RTX 3060 12GB

Mike Perry · 2026-05-29 · 10 min · trend 45
Building a Retro PC Server Farm with AI: Hosting Quake 3, UT99 & OpenArena in 2026

Mike Perry · 2026-05-12 · 10 min · trend 9
AMD Instinct MI300X vs Radeon RX 7600 XT: Datacenter vs Desk

Mike Perry · 2026-06-05 · 11 min
Running a 1-Trillion-Parameter LLM on 768GB of Cheap Optane

Mike Perry · 2026-06-05 · 11 min
NVIDIA Nemotron 3 Ultra (550B/55B-Active): What a 12GB Rig Can Run

Mike Perry · 2026-06-04 · 12 min
ComfyUI for NVIDIA Cosmos 3 on an RTX 3060 12GB: Setup + Limits

Mike Perry · 2026-06-04 · 11 min
Nemotron 3 Ultra vs MiniMax M3: Best Open Model for a 12GB Rig

Mike Perry · 2026-06-04 · 11 min
Cosmos3-Super on an RTX 3060 12GB: Can the #1 Open-Weights Image Model Run Local?

Mike Perry · 2026-06-04 · 11 min
Microsoft + NVIDIA's 'Agent PC': What Local Hardware Does an On-Device AI Agent Actually Need in 2026?

Mike Perry · 2026-05-31 · 10 min
Can a 12GB RTX 3060 Run Gemma 4 31B? Quantization & Tok/s Reality Check

Mike Perry · 2026-05-31 · 11 min
Shared ChatGPT & Claude Chat Malware: Why Local LLMs Cut the Risk

Mike Perry · 2026-05-31 · 8 min
The $500M Claude Bill: What Local LLM Inference Actually Costs

Mike Perry · 2026-05-31 · 11 min
Claude Opus 4.8 vs Local LLM on RTX 3060 12GB: Honest 2026 Benchmarks

Mike Perry · 2026-05-31 · 10 min
Shared ChatGPT & Claude Chats Are Spreading Malware — Run a Local LLM on a 12GB GPU Instead

Mike Perry · 2026-05-31 · 12 min
Ryzen AI Max 400 192GB vs RTX 3060 for Local LLMs

Mike Perry · 2026-05-30 · 10 min
GPT-5.5 Instant Got a Readability Upgrade — Can a Local RTX 3060 Match It?

Mike Perry · 2026-05-30 · 11 min
G4-Meromero 31B: Running the Uncensored Gemma 4 Finetune on a 12GB RTX 3060

Mike Perry · 2026-05-30 · 12 min
Run a Local Coding Agent on an RTX 3060 12GB (After Codex Went Autonomous)

Mike Perry · 2026-05-30 · 11 min
How Fast Is Local LLM Inference on a Ryzen 7 5800X (CPU-Only, No GPU)?

Mike Perry · 2026-05-30 · 10 min
Best Budget GPU for CNN & Vision Inference 2026: RTX 3060 12GB

Mike Perry · 2026-05-30 · 9 min
Claude Opus 4.8 Tops GPT-5.5: What Runs Local on a 12GB GPU

Mike Perry · 2026-05-30 · 9 min
Intel's llm-scaler-vLLM 1.4 Adds Arc Pro B70: A Cheaper Local-Inference Path?

Mike Perry · 2026-05-30 · 10 min
Ryzen AI Max+ 'Gorgon Halo' 192GB vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-05-30 · 12 min
AMD Ryzen AI Max 400 'Gorgon Halo': What 192GB of Unified Memory Unlocks for Local AI

Mike Perry · 2026-05-29 · 10 min
AMD Ryzen AI Max+ 395 'Strix Halo' 128GB for Local LLMs: Mini-PC vs an RTX 3060 Rig

Mike Perry · 2026-05-29 · 10 min
48GB DDR5 or 12GB VRAM? What Actually Speeds Up Local LLMs

Mike Perry · 2026-05-28 · 10 min
Grok Imagine Hits #5: Can a $300 RTX 3060 Run Local Image AI?

Mike Perry · 2026-05-28 · 11 min
Google's Tiny Gemma 3 Board: What a $0 SBC Gemma Demo Means for Local AI

Mike Perry · 2026-05-28 · 10 min
Laguna XS.2 Lands in llama.cpp: What the Tiny Hybrid Model Means for Local Inference

Mike Perry · 2026-05-28 · 12 min
DwarfStar Distributed Inference: Splitting a Single LLM Across a Home LAN of Mismatched GPUs

Mike Perry · 2026-05-28 · 13 min
768GB Intel Optane DIMM Rigs: Can Cheap Persistent Memory Really Run a 1T-Parameter LLM?

Mike Perry · 2026-05-28 · 11 min
Intel llm-scaler-vllm 1.4: What Arc Pro B70 Support Means for Sub-$1500 Local Inference

Mike Perry · 2026-05-28 · 11 min
Cerebras Running GPT-5.4 and GPT-5.5 Internally: What the CFO's Slip Tells Us About Wafer-Scale Inference

Mike Perry · 2026-05-28 · 11 min
Gemini Intelligence Hardware Requirements: What Google's Stack Tells Us About Local Inference

Mike Perry · 2026-05-28 · 9 min
Cerebras Running GPT-5.4 and 5.5 Internally: What it Means for Local LLM Builders

Mike Perry · 2026-05-28 · 10 min
Intel llm-scaler-vLLM 1.4 with Arc Pro B70: Local Inference vs RTX 3060 12GB

Mike Perry · 2026-05-28 · 10 min
Qwen3.6-27B at Q4_K_M for Agentic Coding: Is the Quant Safe on a 12GB RTX 3060?

Mike Perry · 2026-05-27 · 10 min
Qwen3.6-27B on Dual RTX 3060 12GB: The $400 30-50 tok/s Local LLM Build

Mike Perry · 2026-05-27 · 10 min
Gemini 3.5 Flash vs Local LLM on RTX 3060 12GB: When Cloud Beats Self-Hosted

Mike Perry · 2026-05-27 · 12 min
AMD Ryzen 9 9950X3D2 on Linux vs Windows 11: Why the Penguin Wins

Mike Perry · 2026-05-25 · 12 min
768GB Intel Optane DIMMs Running a 1-Trillion-Parameter LLM: How the Build Actually Works

Mike Perry · 2026-05-25 · 12 min
Intel Arc Pro B70 + llm-scaler-vllm 1.4: Is It the New Budget Inference King?

Mike Perry · 2026-05-25 · 14 min
Qwen3.6-35B-A3B vs Gemma4-26B-A4B: Which MoE Fits a 12GB RTX 3060

Mike Perry · 2026-05-24 · 11 min
Why You Shouldn't Leave the Default Model on Copilot or Gemini

Mike Perry · 2026-05-24 · 10 min
Anthropic Keeps Supplying Claude to the NSA After Pentagon Supply-Chain Flag

Mike Perry · 2026-05-24 · 10 min
Why You Shouldn't Leave Model Selection on Default in Copilot, Gemini, and Other AI Tools

Mike Perry · 2026-05-24 · 11 min
Qwen3.6-35B-A3B vs Gemma 4 26B-A4B: MoE Showdown on Consumer GPUs

Mike Perry · 2026-05-24 · 11 min
Gemma 4 31B Abliterated on a Single RTX 3060 12GB: Quantization, VRAM, and Real Tok/s

Mike Perry · 2026-05-24 · 11 min
Running Gemma 4 31B Finetunes Locally: Dual RTX 3060 12GB vs Single 24GB Card

Mike Perry · 2026-05-23 · 11 min
How Much System RAM for Llama 3.1 70B on a 12GB RTX 3060? The 48GB Kit Question

Mike Perry · 2026-05-23 · 10 min
Qwen3 MTP on a Single RTX 3060 12GB: What the New Benchmark Numbers Actually Mean

Mike Perry · 2026-05-23 · 10 min
Using Claude to Hunt PCI Device IDs on Win98: Voodoo, Audigy, GeForce 4 Ti

Mike Perry · 2026-05-22 · 13 min
AI-Assisted Driver Hunting on Voodoo3 + GeForce 4 Ti: A 2026 Win98 Workflow

Mike Perry · 2026-05-20 · 10 min
Using a Raspberry Pi 5 with AI to Recover Lost Windows 98 INF Files (2026)

Mike Perry · 2026-05-20 · 9 min
Troubleshooting Corsair 12V-2x6 Cable Issues on RTX-Class GPUs (2026)

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

Mike Perry · 2026-05-20 · 13 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
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
Building a Local LLM Voice Assistant on Raspberry Pi 4 8GB: Whisper + Llama 3.2 1B Setup (2026)

SpecPicks Editorial · 2026-05-15 · 12 min
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
Using LLMs to Install Vintage GPU Drivers on Win98 and WinXP: A Field Report from Our Retro-Agent Fleet

SpecPicks Editorial · 2026-05-15 · 15 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
Qwen3.6 35B A3B on RTX 3060 12GB: 80 tok/s with llama.cpp MTP

SpecPicks Editorial · 2026-05-13 · 12 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
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-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
Quiet RTX 3060 12GB Local LLM Box: Build Notes from a Real Setup

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

SpecPicks Editorial · 2026-05-08
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