Trending AI Articles

By the SpecPicks Editorial Team · 499 articles · Latest story 2026-09-23

499 SpecPicks trending ai articles, sorted by trend score. The full archive is at all articles →

🤖 AI Rigs — trending-ai 499 articles

Qwen2.5 7B on a Budget: RTX 3060 12GB vs Ryzen 5 5600G iGPU (2026)

🔥 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 compared.

Mike Perry · 2026-09-16 · trending-ai · 16 min · trend 95

RTX 3060 12GB vs Ryzen 9 3900X for Qwen2.5 14B: GPU or CPU in 2026?

Mike Perry · 2026-09-16 · 18 min · trend 95
RTX 3060 12GB vs RTX 4060 Ti 16GB for Qwen2.5-Coder 14B (2026)

Mike Perry · 2026-09-11 · 14 min · trend 95
Dual RTX 3060 12GB vs RTX 3090 24GB for Qwen2.5 32B (2026)

Mike Perry · 2026-09-11 · 16 min · trend 95
NVIDIA Nemotron 3 Ultra: What It Takes to Run Locally

Mike Perry · 2026-06-05 · 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
Qwen 3.6 35B-A3B vs Qwen 3.6 27B Dense: Which Local LLM Wins on a Single 24GB GPU?

Mike Perry · 2026-04-30 · 14 min · trend 92
Running Local LLMs on a Raspberry Pi 4 8GB: tok/s, Quantization, and What Actually Works

Mike Perry · 2026-05-01 · 16 min · trend 92
Gunnir Arc B580 vs RTX 5090D on DeepSeek: The Budget AI-Rig Upset Explained

Mike Perry · 2026-07-11 · 10 min · trend 92
Intel Arc B580 & Arc Pro B60 24GB vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-07-10 · 9 min · trend 92
Anthropic: AI Builds Working Exploits in Hours, Not Weeks

Mike Perry · 2026-06-10 · 10 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
Qwen 3.6 27B vs Gemma 4 31B Local Inference: VRAM, Tok/s, and Quality Across Quantizations

Mike Perry · 2026-05-01 · 15 min · trend 91
RTX 3060 12GB vs Ryzen 7 5800X for Qwen3 14B Local Inference (2026)

Mike Perry · 2026-09-18 · 15 min · trend 90
China Mobile JT-4.1 Flash 236B: A Token-Efficient MoE and What It Takes to Self-Host

Mike Perry · 2026-07-11 · 10 min · trend 90
Meta Muse Spark 1.1 Hits 51 on the Intelligence Index: The Local Angle

Mike Perry · 2026-07-11 · 10 min · trend 90
AutomationBench Cost Gap: What DeepSeek V4's 5-Cent Task Means for Local Agent Rigs

Mike Perry · 2026-07-06 · 9 min · trend 90
Tencent Hy3 on an RTX 3060 12GB: Can a $300 GPU Run It?

Mike Perry · 2026-07-06 · 9 min · trend 90
GLM-5.2 Local: What GPU Actually Runs the Top Open-Weights LLM

Mike Perry · 2026-06-24 · 10 min · trend 90
AA-AgentPerf: What the New Agentic Inference Benchmark Means for Local Coding Rigs

Mike Perry · 2026-06-13 · 9 min · trend 90
Ideogram 4.0 Open Weights on an RTX 3060 12GB: Local Text-to-Image in 2026

Mike Perry · 2026-06-13 · 10 min · trend 90
NotebookLM Now Runs Code: Self-Hosting the Same Idea on a 12GB GPU

Mike Perry · 2026-06-10 · 8 min · trend 90
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
Mistral Medium 3.5 Dense Local Inference: Hardware Tiers from 24GB to 192GB

Mike Perry · 2026-04-30 · 15 min · trend 89
LLM-Driven Driver Install on Windows 98, 2000, and XP: Vision-LLM Walkthroughs from a 4-PC Retro Fleet

Mike Perry · 2026-05-01 · 14 min · trend 88
Ryzen 5 5600X vs Ryzen 7 5800X: CPU-Only Qwen2.5 14B (2026)

Mike Perry · 2026-09-23 · 16 min · trend 88
Gemma 3 12B: RTX 3060 12GB vs Ryzen 7 5800X CPU Offload (2026)

Mike Perry · 2026-09-16 · 14 min · trend 88
Gemini 3.6 Flash Shipped: Why Local Builders Still Reach for a 12GB GPU

Mike Perry · 2026-07-21 · 9 min · trend 88
Kimi K2.7 Code: 12x Cheaper Than GPT-5.5, But Can You Run It Locally?

Mike Perry · 2026-06-14 · 12 min · trend 88
Kimi K2.7 Code on an RTX 3060 12GB: Can a $300 GPU Run It?

Mike Perry · 2026-06-13 · 11 min · trend 88
DiffusionGemma Runs Locally: Google's Diffusion Text Model on a 12GB RTX 3060

Mike Perry · 2026-06-11 · 13 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

Mike Perry · 2026-04-30 · 14 min · trend 87
AA-AgentPerf: What the New Agentic Benchmark Means for Local Coding Rigs

Mike Perry · 2026-06-14 · 14 min · trend 86
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
oQ vs Q4_K/Q6_K vs MXFP4 vs UD-MLX: Which Quantization Format Should You Pick in 2026?

Mike Perry · 2026-04-30 · 12 min · trend 86
Running a Local Coding Agent on a Small Model: What Actually Breaks (and How to Fix It)

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

Mike Perry · 2026-05-01 · 15 min · trend 86
DeepSeek V4 vs Claude Opus 4.6: Local Inference Hardware for the Open-Weight Challenger

Mike Perry · 2026-04-30 · 12 min · trend 85
Hy3-Preview vs DeepSeek V4 Flash: Where the New Open-Weights Model Actually Lands

Mike Perry · 2026-04-30 · 13 min · trend 85
Build a Budget Local-LLM Workstation Under $1,500: Ryzen 7 5800X + RTX 3060 12GB Benchmarks

Mike Perry · 2026-05-01 · 16 min · trend 85
Ryzen 7 5800X vs Ryzen 9 3900X: Mistral Small 24B Offload (2026)

Mike Perry · 2026-09-17 · 14 min · trend 85
RTX 5080 vs RTX 4080 for LLM Inference: Same 16GB, Different Answer (2026)

Mike Perry · 2026-09-09 · 18 min · trend 85
RX 7900 XTX 24GB vs RTX 4080 16GB for Local LLM Inference (2026)

Mike Perry · 2026-09-09 · 19 min · trend 85
Cisco's Open Security LLMs: Local Vulnerability Scanning on an RTX 3060

Mike Perry · 2026-07-22 · 9 min · trend 85
Kimi K3 Sold Out the Cloud — Can You Run It Locally?

Mike Perry · 2026-07-21 · 10 min · trend 85
Four Frontier Models in Eight Days: What a 12GB RTX 3060 Can Actually Run

Mike Perry · 2026-07-17 · 10 min · trend 85
News: ChatGPT Now Listens and Talks at Once

Mike Perry · 2026-07-08 · 4 min · trend 85
ChatGPT Full-Duplex Voice: What Real-Time Speech Needs on Your Desk

Mike Perry · 2026-07-08 · 6 min · trend 85
Gemini API Adds MCP + Background Execution: Build a Local Agent Host

Mike Perry · 2026-07-08 · 7 min · trend 85
Fable 5 as Manager: The Delegate-to-Sonnet-5 Cost Pattern

Mike Perry · 2026-07-08 · 7 min · trend 85
Grok 4.5 Ranks #4 on GDPval: Cloud-vs-Local Math for 2026

Mike Perry · 2026-07-08 · 9 min · trend 85
GLM-5.2 Review: Running the Top Open-Weights LLM on an RTX 3060

Mike Perry · 2026-06-19 · 13 min · trend 85
Best Local LLM You Can Run on 12GB of VRAM in 2026

Mike Perry · 2026-06-11 · 14 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
DFlash Speculative Decoding on Qwen3.5-35B-A3B: How an RTX 2080 Super 8GB Hits 60+ tok/s

Mike Perry · 2026-05-01 · 15 min · trend 84
Tencent Hunyuan-MT 440MB On-Device Translator: Which Phones and SBCs Can Actually Run It?

Mike Perry · 2026-04-30 · 13 min · trend 84
Qwen 3.6 27B Quantization Showdown: BF16 vs Q8_0 vs Q4_K_M on Consumer GPUs

Mike Perry · 2026-04-29 · 10 min · trend 84
Kimi-Dev-72B Local Coding Benchmarks: VRAM Required, Tok/s, and How It Stacks Against DeepSeek V4 and Qwen3.5-Coder

Mike Perry · 2026-05-01 · 17 min · trend 84
Qwen 3.6 27B vs DeepSeek V4: Which Local Model Wins on a Single 5090?

Mike Perry · 2026-04-30 · 14 min · trend 83
RTX 3060 12GB vs GTX 1050 Ti: What a 4GB Card Runs in 2026

Mike Perry · 2026-09-17 · 12 min · trend 82
Anthropic's 2GW AMD Deal: What It Means for Local-vs-Cloud Builders

Mike Perry · 2026-07-22 · 7 min · trend 82
Kimi K3 Costs $10.57 per Agentic Task: Is Local Cheaper?

Mike Perry · 2026-07-22 · 10 min · trend 82
Benchmarking Open Models for Agentic Tool Use on an RTX 3060

Mike Perry · 2026-06-19 · 11 min · trend 82
OpenAI Says 'Chat Is Dead': Building a Local Agent Rig in 2026

Mike Perry · 2026-06-08 · 9 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)

Mike Perry · 2026-05-02 · 21 min · trend 82
Dual Radeon AI PRO R9700 Workstation: 64 GB Local LLM Build

Mike Perry · 2026-04-30 · 16 min · trend 81
Mistral Medium 3.5 Hardware Requirements: 128B Dense, 78 GB at Q4

Mike Perry · 2026-04-30 · 6 min · trend 81
Ling 2.6 1T on Local Hardware: Can You Actually Run a Trillion-Parameter Model at Home in 2026?

Mike Perry · 2026-04-30 · 13 min · trend 81
IBM Granite 4.1 (3B / 8B / 30B): Local Inference Benchmarks and Hardware Picks

Mike Perry · 2026-04-29 · 9 min · trend 81
PFlash on a Single RTX 3090: 10× Prefill Speedup at 128K Context vs llama.cpp

Mike Perry · 2026-05-01 · 13 min · trend 81
Debugging Vintage Windows with Claude: SYSFIX Patterns for Win98 vcache, MSNP32, and Glide Hangs

Mike Perry · 2026-05-01 · 12 min · trend 81
IBM Granite 4.1 8B vs Qwen 3.6 27B: Which Small Local Model Wins on a 16GB GPU?

Mike Perry · 2026-04-30 · 12 min · trend 80
MiMo-V2.5-Pro Local Hardware Requirements: VRAM, Tok/s, and Quantization on Consumer GPUs

Mike Perry · 2026-05-01 · 18 min · trend 80
Frontier Models Cheat on Security Tests: Why You Should Eval Locally

Mike Perry · 2026-07-22 · 8 min · trend 80
GPT-5.6 Sol Ultra Shipped: Cloud vs Local Coding Rig

Mike Perry · 2026-07-12 · 9 min · trend 80
OpenAI and Anthropic Are Giving Startups Free Compute — Here's the Local Rig That Replaces It

Mike Perry · 2026-07-07 · 14 min · trend 80
AMD Ryzen AI Halo Mini PC vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-07-07 · 11 min · trend 80
GLM-5.2 vs Claude Opus 4.7: Open-Weights Value on Local GPUs

Mike Perry · 2026-06-24 · 14 min · trend 80
Local AI Video After Seedance 2.5: What GPU Generates 30-Second Clips

Mike Perry · 2026-06-24 · 9 min · trend 80
GLM-5.2 on an RTX 3060 12GB: Can the New Open-Weights Leader Run Local?

Mike Perry · 2026-06-17 · 10 min · trend 80
Intelligence Index v4.1 Goes Agentic: Can a 12GB RTX 3060 Keep Up Locally?

Mike Perry · 2026-06-17 · 10 min · trend 80
Claude Fable 5 Beats GPT-5.5 by 13 Points: The Local-LLM Reality Check

Mike Perry · 2026-06-15 · 14 min · trend 80
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
Used RTX 3090 for Local LLM in 2026: 24GB Inference Reality Check + Servicing Guide

Mike Perry · 2026-05-01 · 18 min · trend 80
Tenstorrent TT-QuietBox 2 (Blackhole) vs RTX 5090: Should LLM Builders Care?

Mike Perry · 2026-04-30 · 12 min · trend 79
NVFP4 on RTX 50-Series: What llama.cpp's Native FP4 Support Means for Local Inference

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

Mike Perry · 2026-05-02 · 18 min · trend 79
Apple Intelligence Ships in China on Alibaba's Qwen: What It Means

Mike Perry · 2026-07-22 · 10 min · trend 78
Local LLM PC Build 2026: What 12GB of VRAM Really Runs

Mike Perry · 2026-07-17 · 10 min · trend 78
Can a 12GB RTX 3060 Run Bonsai 27B, the New Open Reasoning Model?

Mike Perry · 2026-07-15 · 10 min · trend 78
Ryzen 5 5600G APU for Local LLM Inference in 2026: What You Can Actually Run

Mike Perry · 2026-07-12 · 10 min · trend 78
Simba 3.2 Tops the TTS Leaderboard: Run Local Text-to-Speech on an RTX 3060 12GB

Mike Perry · 2026-07-07 · 15 min · trend 78
Can an RTX 3060 12GB Still Run 2026's Local LLMs?

Mike Perry · 2026-07-07 · 10 min · trend 78
JADEPUFFER Agentic Ransomware: Why a Local AI Rig Changes Your Threat Model

Mike Perry · 2026-07-06 · 10 min · trend 78
On-Device AI Keyboards: What a Sub-2GB LLM Needs to Run Local

Mike Perry · 2026-07-04 · 12 min · trend 78
32B Models on 12GB VRAM: What an RTX 3060 Can Really Run in 2026

Mike Perry · 2026-06-17 · 11 min · trend 78
Self-Hosting DeepSeek on an RTX 3060 12GB: What Fits in 2026

Mike Perry · 2026-06-08 · 9 min · trend 78
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 with MTP: 2.5x Throughput on Local Hardware (Real Benchmarks)

Mike Perry · 2026-05-06 · 14 min · trend 77
Qwen 3.6-27B in Full VRAM on a 5070 Ti: 50K Context at 4.256bpw, Real Numbers

Mike Perry · 2026-04-30 · 14 min · trend 77
Gemma 4 26B-A4B NVFP4 vs Qwen 3.6 27B Q4_K_M: Single-GPU Local Inference Benchmarked

Mike Perry · 2026-05-01 · 13 min · trend 77
Mistral Medium 3.5 128B on Local Hardware: MLX 4-bit at ~70GB Explained

Mike Perry · 2026-04-30 · 14 min · trend 77
Grok 4.3 vs GPT-5 vs Claude 4.7: Local Hardware Implications of the Closed-Model Intelligence Index

Mike Perry · 2026-05-01 · 13 min · trend 77
Mistral Medium 3.5 Local Inference: VRAM, Quantization & Tokens/sec on Consumer GPUs

Mike Perry · 2026-04-29 · 10 min · trend 76
llama.cpp on Snapdragon Hexagon NPU: First Real Benchmarks and What Actually Works

Mike Perry · 2026-05-01 · 15 min · trend 76
DeepSeek V4 Pro Local Inference: Hardware Requirements and Cost-Per-Million-Tokens vs API

Mike Perry · 2026-04-29 · 12 min · trend 76
Gemma 4 and Larger Qwen 3.6: What Hardware You'll Actually Need

Mike Perry · 2026-04-30 · 14 min · trend 76
AMD Ryzen AI Max+ 395 Box (Strix Halo) for Local LLMs: What 128GB Unified Memory Actually Buys You

Mike Perry · 2026-04-30 · 15 min · trend 76
Best Budget GPU for Local LLMs in 2026: RTX 3060 12GB Still Wins

Mike Perry · 2026-08-08 · 17 min · trend 75
Kimi K3 Lands #5 on Coding Agents: What You Can Actually Run Local

Mike Perry · 2026-07-19 · 10 min · trend 75
Inkling: The New US Open-Weights Leader — Can You Run It Locally?

Mike Perry · 2026-07-15 · 10 min · trend 75
Why a Red Hat Engineer Ditched ARM64 for AMD Ryzen (Linux AI Builds)

Mike Perry · 2026-07-10 · 6 min · trend 75
GPT-5.6 Sol at One-Third the Cost: When Local Inference Still Wins

Mike Perry · 2026-07-10 · 6 min · trend 75
Does Dual-Channel RAM Matter for Local LLM Inference?

Mike Perry · 2026-07-10 · 6 min · trend 75
AMD Ryzen AI Halo vs NVIDIA DGX Spark: Local-AI Mini-Box Showdown

Mike Perry · 2026-07-10 · 8 min · trend 75
GPT-5.6 Sol Matches Fable 5 at 1/3 Cost: Local-Rig Fallout

Mike Perry · 2026-07-09 · 10 min · trend 75
Qwen3.6-27B vs Coder-Next: Which Local Coding Model Wins?

Mike Perry · 2026-07-09 · 9 min · trend 75
Leanstral 1.5 on an RTX 3060 12GB: Local Math + Bug-Finding Benchmarks

Mike Perry · 2026-07-06 · 10 min · trend 75
pxpipe Cuts Claude Code Token Costs Up to 70%: How It Works, When to Go Local

Mike Perry · 2026-07-05 · 9 min · trend 75
AI Bug-Hunting Surged: Running a Local Security-Scanner LLM on 12GB VRAM

Mike Perry · 2026-07-05 · 9 min · trend 75
Leanstral 1.5 on the RTX 3060 12GB: Open Math and Code on a Budget GPU

Mike Perry · 2026-07-05 · 10 min · trend 75
Acti Puts AI Agents in Your Keyboard: On-Device vs Local-GPU Inference

Mike Perry · 2026-07-05 · 10 min · trend 75
Building a Local AI-Agent Eval Rig After AISI's Benchmark Warning

Mike Perry · 2026-07-04 · 11 min · trend 75
Claude Sonnet 5 Closes the Opus Gap: When Local Still Wins

Mike Perry · 2026-06-30 · 10 min · trend 75
GLM-5.2 With CPU Offload: Ryzen 7 5800X + RTX 3060 12GB Tested

Mike Perry · 2026-06-17 · 9 min · trend 75
Microsoft Mirage Adds Persistent Spatial Memory: Can a 12GB GPU Run Local Video Gen?

Mike Perry · 2026-06-15 · 13 min · trend 75
Kimi K2.7 Code Is 12x Cheaper Than GPT-5.5 — Run It Local?

Mike Perry · 2026-06-15 · 10 min · trend 75
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
Local AI Server Build 2026: RAM, VRAM and NVMe for 13B+ Models

Mike Perry · 2026-07-17 · 10 min · trend 74
Intel Arc B50 for Stable Diffusion vs RTX 3060 12GB: Which Wins in 2026

Mike Perry · 2026-07-12 · 10 min · trend 74
Llama.cpp Console Released: What Changes for Local LLM Operators on a 12GB GPU

Mike Perry · 2026-05-27 · 10 min · trend 74
ROCm in 2026: Is AMD Finally a Real Local-LLM Option?

Mike Perry · 2026-04-30 · 13 min · trend 74
OpenAI Now Uses AI to Red-Team Its Own Models: What It Means for Local Setups

Mike Perry · 2026-07-15 · 10 min · trend 72
Muse Spark 1.1 Beats GLM-5.2 at Coding — Does It Change the Local-Rig Question?

Mike Perry · 2026-07-12 · 9 min · trend 72
No GPU Required? Testing Local LLM Inference on the Ryzen 5 5600G iGPU

Mike Perry · 2026-07-07 · 16 min · trend 72
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
Best Local LLM for Coding Agents on a 24GB GPU (Late 2026)

Mike Perry · 2026-04-30 · 12 min · trend 71
Qwen 3.6 27B vs Llama 3.1 70B on Local Hardware: tok/s, VRAM, and Quality (2026)

Mike Perry · 2026-05-06 · trend 70
Ollama vs vLLM vs llama.cpp on a 12GB GPU: Which Wins for One User?

Mike Perry · 2026-08-08 · 16 min · trend 70
Best GPU for Ollama Under $300: Why 12GB Beats a Faster 8GB Card

Mike Perry · 2026-08-05 · 14 min · trend 70
Intel Arc Pro B60 vs RTX 3060 12GB for Local LLMs

Mike Perry · 2026-07-30 · 17 min · trend 70
Is the RTX 3060 12GB Still the Best Sub-$400 AI Card in 2026?

Mike Perry · 2026-07-30 · 13 min · trend 70
Run Qwen Locally: Apple Silicon vs a 12GB RTX 3060 Rig in 2026

Mike Perry · 2026-07-19 · 9 min · trend 70
Local LLM Use Cases in 2026: What a 12GB Rig Actually Delivers

Mike Perry · 2026-07-19 · 10 min · trend 70
Local RTX 3060 rig vs Kimi K3's cheap API: the 2026 cost-per-task math

Mike Perry · 2026-07-18 · 9 min · trend 70
Running local LLMs on the Ryzen 5 5600G iGPU (no dedicated GPU) in 2026

Mike Perry · 2026-07-18 · 9 min · trend 70
Grok 4.5, GPT-5.6, Kimi K3: four frontier models in eight days — what it means for local rigs

Mike Perry · 2026-07-18 · 10 min · trend 70
Local LLM vs Claude in 2026: What an RTX 3060 12GB Rig Actually Replaces

Mike Perry · 2026-07-15 · 11 min · trend 70
OpenAI Codex Now Encrypts Agent-to-Agent Instructions: The Case for Local, Auditable Agents

Mike Perry · 2026-07-15 · 13 min · trend 70
Qwen-Audio-3.0-TTS-Plus Tops the Speech Arena: Run It Locally on an RTX 3060?

Mike Perry · 2026-07-15 · 11 min · trend 70
IPEX-LLM + Ollama vs a CUDA RTX 3060 Rig

Mike Perry · 2026-07-12 · 9 min · trend 70
Arc A770 16GB vs RTX 3060 12GB for Local Llama 3

Mike Perry · 2026-07-12 · 10 min · trend 70
Can Local Qwen 3.6 Match Frontier Models at Canvas Code?

Mike Perry · 2026-07-11 · 12 min · trend 70
Qwen 3.6 27B GGUF: BF16 vs Q4_K_M vs Q8_0 Compared

Mike Perry · 2026-07-11 · 12 min · trend 70
Qwen 3.6 27B at 2x tok/s: Luce DFlash on One RTX 3090

Mike Perry · 2026-07-11 · 13 min · trend 70
Qwen 3.6 27B vs Sonnet 4.6: Local Agentic Benchmarks

Mike Perry · 2026-07-11 · 12 min · trend 70
Stable Diffusion on Intel Arc vs RTX 3060 12GB: Which Budget GPU Renders Faster?

Mike Perry · 2026-07-10 · 9 min · trend 70
IPEX-LLM + Ollama on Intel Arc: Setup, tok/s, and the RTX 3060 Reality Check

Mike Perry · 2026-07-10 · 9 min · trend 70
Claude Code Telemetry Flap: Why a Local RTX 3060 Rig Is the Privacy Play

Mike Perry · 2026-07-01 · 10 min · trend 70
Claude Sonnet 5 Costs ~$2.29/Task: When an RTX 3060 Rig Breaks Even

Mike Perry · 2026-07-01 · 6 min · trend 70
Anthropic's Fable 5 Ban and Jailbreak: What It Means for Local-LLM Resilience

Mike Perry · 2026-07-01 · 7 min · trend 70
LongCat-2.0: A Frontier Model Trained Without Nvidia GPUs

Mike Perry · 2026-06-30 · 9 min · trend 70
Ryzen 5 5600G as a Budget Local-LLM Host: iGPU + System RAM in 2026

Mike Perry · 2026-06-17 · 9 min · trend 70
Intelligence Index v4.1: The Agentic-Benchmark Shift and Your Local Rig

Mike Perry · 2026-06-16 · 12 min · trend 70
DeepSeek V4 on an RTX 3060 12GB: What Actually Fits Locally

Mike Perry · 2026-06-16 · 13 min · 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
Qwen3.6 27B on a 12GB GPU: Quantization, Context, and Real-World Tok/s

Mike Perry · 2026-04-30 · 12 min · trend 67
RTX 3060 12GB vs Arc A770 16GB for Stable Diffusion in 2026

Mike Perry · 2026-07-23 · 9 min · trend 65
Intel Arc B580 for Local LLMs in 2026: 12GB for Under $300

Mike Perry · 2026-07-23 · 13 min · trend 65
Intel Arc Pro B60 24GB: The Cheapest 24GB Inference Card Yet?

Mike Perry · 2026-07-23 · 10 min · trend 65
That $850 Prebuilt With $1,200 of Parts: What the Math Actually Says

Mike Perry · 2026-07-23 · 10 min · trend 65
AI-Driven Driver Install on Win98 + WinXP: Vision-LLM Walks the Installer (Field Report)

Mike Perry · 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
Cooling a 24/7 Local LLM Rig: Air vs 120mm AIO vs 240mm AIO

Mike Perry · 2026-08-09 · 14 min · trend 60
LiteLLM as a Fallback Router: Keep Working When Limits Hit

Mike Perry · 2026-07-20 · 19 min · trend 60
Best GPU Under $400 for Llama-Class 8B Models in 2026

Mike Perry · 2026-07-20 · 18 min · trend 60
Claude Limits Cut: Why a Local Fallback Rig Just Got Cheaper

Mike Perry · 2026-07-20 · 13 min · trend 60
Inkling 975B: Thinking Machines' Open-Weight Speech Model, Explained

Mike Perry · 2026-07-20 · 12 min · trend 60
Running Mistral's New OCR Model Locally on a 12GB GPU

Mike Perry · 2026-06-24 · 10 min · trend 60
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
NVMe vs SATA SSD for Local LLM Model Libraries in 2026

Mike Perry · 2026-08-08 · 15 min · trend 58
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
Building a Retro PC Server Farm with AI: Hosting Quake 3, UT99 & OpenArena in 2026

Mike Perry · 2026-05-12 · 10 min · trend 9
DeepSeek Hits the US Entity List: What It Means for Local Inference

Mike Perry · 2026-07-01 · 9 min · trend 8
MiniMax-M3 Scores 55 on AA Index: Can You Self-Host It?

Mike Perry · 2026-06-09 · 11 min · trend 8
Claude Now Writes 65% of Anthropic's Code: The Local Coding-Rig Angle

Mike Perry · 2026-06-25 · 13 min · trend 7
Build a Budget Local-AI Rig in 2026: Ryzen 7 5800X + RTX 3060 12GB

Mike Perry · 2026-06-25 · 15 min · trend 7
Grok Imagine Video 1.5 Is #2 — What GPU Runs Local Video Gen?

Mike Perry · 2026-06-09 · 11 min · trend 7
Dual RTX 3060 12GB: 24GB of VRAM for GLM-5.2 on a Budget?

Mike Perry · 2026-07-01 · 10 min · trend 6
GLM-5.2 vs Qwen3 on a 12GB GPU: Best Open-Weights LLM for an RTX 3060

Mike Perry · 2026-06-25 · 13 min · trend 6
LM Studio on an RTX 3060 12GB: A Zero-Terminal Local LLM Setup

Mike Perry · 2026-06-09 · 10 min · trend 6
Gemma 3 12B vs Qwen2.5 14B on a 12 GB RTX 3060: Which Fits, Which Is Faster

Mike Perry · 2026-09-17 · 14 min
RTX 3060 12GB vs RTX 4060 Ti 16GB for Gemma 3 12B (2026)

Mike Perry · 2026-09-16 · 19 min
Jellyfin NVENC Transcodes + a Local LLM on One RTX 3060 12GB

Mike Perry · 2026-09-03 · 13 min
Qwen3.8 Max vs Claude Opus 4.8: What the Cost-Per-Task Gap Means for Local Rigs

Mike Perry · 2026-08-07 · 11 min
Best GPU for ComfyUI and SDXL Under $400 in 2026

Mike Perry · 2026-08-04 · 12 min
Ryzen 5 5600G vs Ryzen 7 5800X for a 24/7 Ollama Box

Mike Perry · 2026-07-29 · 10 min
RTX 3060 12GB vs Arc B580 12GB for Local LLMs in 2026

Mike Perry · 2026-07-27 · 14 min
Gemini 3.6 Flash vs 3.5 Flash-Lite: Cloud Tier or Local RTX 3060?

Mike Perry · 2026-07-22 · 9 min
Qwen-Image-3.0 on an RTX 3060 12GB: Local Text-in-Image Gen

Mike Perry · 2026-07-22 · 10 min
Jan.ai vs LM Studio vs Ollama: Easiest Local-LLM App for a 12GB Card in 2026

Mike Perry · 2026-07-21 · 9 min
Best GPU for Local LLMs in 2026: Why the RTX 3060 12GB Still Wins on Value

Mike Perry · 2026-07-21 · 9 min
Private Smart Home: Running a Local LLM Voice Assistant in 2026

Mike Perry · 2026-07-21 · 10 min
vLLM on Windows in 2026: What Actually Works on a 12GB Card

Mike Perry · 2026-07-21 · 9 min
Anthropic May Follow Microsoft to AMD: What It Means for Home AI Rigs

Mike Perry · 2026-07-20 · 8 min
Qwen 3.8 vs Kimi K3: Which Open-Weight Model Fits a 12GB Rig?

Mike Perry · 2026-07-20 · 10 min
Kimi K3 vs Qwen 3.8 for Local Coding Agents in 2026

Mike Perry · 2026-07-19 · 10 min
Qwen 3.8 Open Weights: What Fits on a 12GB GPU

Mike Perry · 2026-07-19 · 11 min
Open-Weight Models Caught Up on Cyber Benchmarks in Four Months — What That Means for Your Rig

Mike Perry · 2026-07-19 · 10 min
Inkling 975B Open Weights: What a Frontier Speech Model Means for Local Rigs

Mike Perry · 2026-07-19 · 10 min
Inkling's 975B Open-Weight Speech Model — and the 12GB Rig That Transcribes Free

Mike Perry · 2026-07-18 · 9 min
Four Frontier Models in Eight Days: What a 12GB GPU Can Actually Run

Mike Perry · 2026-07-18 · 9 min
Run DeepSeek Locally on a 12GB RTX 3060: 2026 Quant Guide

Mike Perry · 2026-07-18 · 10 min
Open-Weight Models Caught Up to Frontier: What to Run on a 12GB GPU

Mike Perry · 2026-07-18 · 7 min
GPT-5.6 Deleted a User's Files: Why Local, Sandboxed Agents Matter

Mike Perry · 2026-07-18 · 8 min
Kimi K3 Just Launched: What You Can (and Can't) Run Locally Instead

Mike Perry · 2026-07-18 · 10 min
AMD Ryzen AI Halo: A DGX Spark Rival at Mini-PC Size

Mike Perry · 2026-07-17 · 12 min
Kimi K3 Scores 57 on Intelligence Index at $0.94/Task

Mike Perry · 2026-07-17 · 13 min
Gemma 4 Stealth Update Fixes Tool Calling: What Changes Locally

Mike Perry · 2026-07-17 · 10 min
xAI Open-Sources Grok-Build: Running Agentic Coding on Your Own GPU

Mike Perry · 2026-07-17 · 10 min
RTX 5090 AI Build Guide: CPU, RAM, PSU & Cooling for Local Inference

Mike Perry · 2026-07-16 · 11 min
Run Qwen 3.6 27B Locally: VRAM, Quant & tok/s on a 12GB RTX 3060

Mike Perry · 2026-07-16 · 11 min
xAI Open-Sources Grok-Build: Can You Run It Locally?

Mike Perry · 2026-07-16 · 10 min
Run Qwen 3.6 27B Locally: What Fits on 12GB in 2026

Mike Perry · 2026-07-16 · 11 min
Intel Arc Pro B60 vs RTX 3060 12GB for Local LLM

Mike Perry · 2026-07-16 · 11 min
Can You Run Local TTS on an RTX 3060 12GB in 2026?

Mike Perry · 2026-07-15 · 11 min
RTX 5060 vs RTX 3060 12GB for Local LLMs in 2026

Mike Perry · 2026-07-15 · 13 min
How Many CPU Cores Does a Local-LLM Rig Actually Need?

Mike Perry · 2026-07-14 · 10 min
AMD Ryzen AI Halo ($4K) vs a DIY RTX 3060 Local-LLM Rig

Mike Perry · 2026-07-14 · 10 min
Anthropic Extends Free Fable 5 as GPT-5.6 Sol Heats Pricing War

Mike Perry · 2026-07-14 · 9 min
Ollama vs LM Studio MLX in 2026: Which Local Runner Wins?

Mike Perry · 2026-07-14 · 9 min
Local LLM vs Claude in 2026: When On-Device Beats the API

Mike Perry · 2026-07-14 · 10 min
Qwen3 Local: RTX 3060 12GB Build vs Mac Mini for Inference

Mike Perry · 2026-07-14 · 11 min
Benchmarking Open LLMs for Tool-Use: RTX 3060 12GB vs Ryzen 5800X CPU-Only

Mike Perry · 2026-07-12 · 16 min
Grok 4.5 at $0.31 a Task: When Cheap Cloud Beats a Local Build

Mike Perry · 2026-07-12 · 10 min
Qwen3.6-27B vs Coder-Next: Local Code Accuracy and VRAM on AMD Rigs

Mike Perry · 2026-07-12 · 9 min
Grok 4.5 Tops AutomationBench at 51%: Cloud Score vs Local-Rig Reality

Mike Perry · 2026-07-12 · 9 min
Prime Intellect's $130M raise: build your own agent rig

Mike Perry · 2026-07-12 · 9 min
Intel Arc Pro B60 24GB vs RTX 3060 12GB: the VRAM math

Mike Perry · 2026-07-12 · 10 min
Qwen 3.6 vs Frontier Models on a Local Rig: The Honest Gap

Mike Perry · 2026-07-11 · 9 min
A 4B Local Coding Agent That Hits 87%: Does It Run on a 3060?

Mike Perry · 2026-07-11 · 10 min
Qwen 3.6 27B on a 12GB RTX 3060: Which Quant Actually Fits?

Mike Perry · 2026-07-11 · 10 min
Proprietary Models See Your Business: The Case for a Local Ryzen + RTX 3060 Rig

Mike Perry · 2026-07-06 · 9 min
Microsoft's Copilot Super App vs a Local RTX 3060 Ollama Box in 2026

Mike Perry · 2026-07-06 · 9 min
Why Local RAG Beats Cloud Agents at Follow-Up Questions on an RTX 3060

Mike Perry · 2026-07-06 · 9 min
Baidu Unlimited OCR Runs Locally: Document AI on an RTX 3060 12GB

Mike Perry · 2026-07-06 · 10 min
How Much VRAM Does 32k Context Use on an RTX 3060 12GB? (2026)

Mike Perry · 2026-07-05 · 9 min
Fable 5 Cloud vs an RTX 3060 12GB Local Rig: Is Local Still Worth It in 2026?

Mike Perry · 2026-07-05 · 9 min
Ryzen 5 5600G vs RTX 3060 12GB for Entry Local LLM Inference (2026)

Mike Perry · 2026-07-05 · 14 min
GPT and Claude Flunked Bridgewater's Finance Test — Why a Local RAG Box Fills the Gap

Mike Perry · 2026-07-05 · 7 min
Microsoft's Copilot Goes Agentic — Run Your Own Agent Locally on an RTX 3060

Mike Perry · 2026-07-05 · 8 min
Tesla Capped AI Spend at $200/Week — Build a Local Inference Box for Less

Mike Perry · 2026-07-05 · 9 min
RTX 5090 Prebuilt vs a $700 RTX 3060 Local-LLM Box: What Extra VRAM Actually Buys

Mike Perry · 2026-07-04 · 9 min
AI Bug-Hunters Are Flooding Security Reports: Running a Local Code-Audit LLM on an RTX 3060

Mike Perry · 2026-07-04 · 9 min
Mistral Leanstral 1.5: Running the New Open Math Model on a 12GB RTX 3060

Mike Perry · 2026-07-04 · 9 min
Can a 12GB RTX 3060 Run a 70B LLM? The Offload Reality Check

Mike Perry · 2026-07-04 · 9 min
Which LLMs Fit a 12GB RTX 3060? Per-Model VRAM Cheat Sheet (2026)

Mike Perry · 2026-07-04 · 9 min
Run Local LLMs on a Ryzen 5 5600G With No GPU (2026)

Mike Perry · 2026-07-04 · 9 min
A New Benchmark Says AI Fails at Real Knowledge Work — Does a Bigger Local Rig Help?

Mike Perry · 2026-07-04 · 10 min
OpenAI Codex Now Repeats a Task After Watching Once — Local Agentic Alternatives

Mike Perry · 2026-07-04 · 11 min
OpenAI Codex Now Records and Replays Your Workflow: the Local-Rig Angle

Mike Perry · 2026-07-04 · 7 min
Panther Lake NPU vs RTX 3060 12GB for Local LLM Inference

Mike Perry · 2026-07-04 · 11 min
Building a Budget Local-AI Box: Ryzen 7 5800X + RTX 3060 12GB

Mike Perry · 2026-07-04 · 14 min
Running a Local Bug-Hunting LLM on an RTX 3060 12GB

Mike Perry · 2026-07-04 · 13 min
Running Mistral Leanstral 1.5 Locally on an RTX 3060 12GB

Mike Perry · 2026-07-04 · 13 min
OpenAI Codex Now Repeats Tasks From One Demo: Can a Local RTX 3060 Agent Match It?

Mike Perry · 2026-07-04 · 13 min
Can a Ryzen 5 5600G Run Local LLMs With No GPU? CPU + iGPU Inference Tested

Mike Perry · 2026-07-04 · 9 min
Intel Kills BigDL: The Local-LLM Path Forward in 2026

Mike Perry · 2026-07-04 · 10 min
DeepSeek on the US Entity List: Running V4 Locally in 2026

Mike Perry · 2026-07-04 · 10 min
GLM-5.2 vs Frontier Models on GDPval-AA: What It Means for Local Builders

Mike Perry · 2026-07-04 · 10 min
Intel Axes BigDL: What It Means for CPU and Arc LLM Inference

Mike Perry · 2026-07-04 · 10 min
GPT-5.5-Cyber vs Mythos: Can You Run Cyber-Eval Models Locally?

Mike Perry · 2026-07-04 · 12 min
GLM-5.2 Review: The Most Powerful Open-Weights LLM You Can Self-Host in 2026

Mike Perry · 2026-07-04 · 11 min
Benchmarking Open Models for Tool-Use on a Budget RTX 3060 Rig

Mike Perry · 2026-07-04 · 9 min
Which GPU for Which Model: A Per-LLM VRAM Picker for Local Rigs (2026)

Mike Perry · 2026-07-04 · 10 min
GLM-5.2 on an RTX 3060 12GB: Can a Budget Card Run Long-Horizon Agents?

Mike Perry · 2026-07-04 · 9 min
LoRA Fine-Tuning Small LLMs on an RTX 3060 12GB in 2026

Mike Perry · 2026-07-04 · 10 min
GPT-5.6 Sol vs Local Open-Weights: Why a 12GB Rig Still Earns Its Keep

Mike Perry · 2026-07-04 · 9 min
VibeThinker-3B on an RTX 3060 12GB: Reasoning in 3 Billion Params

Mike Perry · 2026-07-04 · 10 min
Running DeepSeek Distills Locally on a Ryzen 7 5800X + RTX 3060

Mike Perry · 2026-07-04 · 10 min
VibeThinker-3B: A 3B Reasoning Model That Fits Any 12GB GPU

Mike Perry · 2026-07-04 · 14 min
After the Claude Code Malware Scare: Build an Isolated Local Agent Rig

Mike Perry · 2026-07-04 · 12 min
Coding Agents Can Run Hidden Malware: Why a Sandboxed Local Rig Matters

Mike Perry · 2026-07-04 · 9 min
VibeThinker-3B: A 3B Reasoning Model on RTX 3060 and Raspberry Pi 4

Mike Perry · 2026-07-04 · 10 min
GLM-5.2 for Local Agents: Can a 12GB RTX 3060 Run Long-Horizon Tasks?

Mike Perry · 2026-07-04 · 10 min
VibeThinker-3B Local: 3B Reasoning Model on an RTX 3060 12GB

Mike Perry · 2026-07-04 · 15 min
Which GPU Runs Which LLM in 2026: The RTX 3060 12GB Model-Fit Matrix

Mike Perry · 2026-07-04 · 12 min
On-Device AI Keyboards: Can an RTX 3060 12GB Train the Model?

Mike Perry · 2026-07-04 · 8 min
AMD Ryzen AI Halo vs RTX 3060 for Local LLMs in 2026

Mike Perry · 2026-07-04 · 9 min
Can a Local RTX 3060 12GB LLM Debug Linux Boot Like Gemini?

Mike Perry · 2026-07-04 · 9 min
AI Bug-Hunting Exploded: Run a Local Vuln-Scanner LLM on 12GB VRAM

Mike Perry · 2026-07-03 · 10 min
AMD Ryzen AI HALO vs RTX 3060 12GB for Local LLMs in 2026

Mike Perry · 2026-07-03 · 9 min
16% of Freelance Jobs Are Now AI-Doable: The Local Agent Rig That Runs Them

Mike Perry · 2026-07-03 · 10 min
Reve 2.0 Debuts at #2: Can You Run Competitive Image Models on an RTX 3060 12GB?

Mike Perry · 2026-07-03 · 9 min
Anthropic's Samsung Chip Talks: Why Local Inference on an RTX 3060 Still Matters

Mike Perry · 2026-07-03 · 10 min
When Gemini Debugs Your Linux Boot: Agentic Sysadmin on a Local RTX 3060 Rig

Mike Perry · 2026-07-03 · 10 min
What Rig Runs an AI Agent Locally? Building for the Agent Era

Mike Perry · 2026-07-02 · 11 min
Claude Sonnet 5: What Shipped and What It Means for Local Rigs

Mike Perry · 2026-07-02 · 10 min
Renting AI Compute vs Running It Home: The RTX 3060 Math

Mike Perry · 2026-07-02 · 11 min
Ryzen AI Halo vs a DIY RTX 3060 Box for Local LLMs in 2026

Mike Perry · 2026-07-02 · 13 min
Which Open LLMs Actually Handle Tool-Calling on an RTX 3060?

Mike Perry · 2026-07-02 · 12 min
GPT-5.6 Pro's Three-Model Split: What It Means for Local RTX 3060 Builders

Mike Perry · 2026-07-01 · 10 min
Etched's Transformer-Only Inference Chip vs Your GPU: What Changes for Local Builders

Mike Perry · 2026-07-01 · 10 min
Intel Axes BigDL: Local-LLM Picks for Consumer GPUs in 2026

Mike Perry · 2026-06-26 · 11 min
Can the Ryzen 5 5600G Run Local LLMs Without a GPU?

Mike Perry · 2026-06-25 · 14 min
GLM-5.2 on 12GB VRAM: Quantization and Speed on the RTX 3060

Mike Perry · 2026-06-25 · 14 min
Gemini 3.5 Flash Can Drive Your Screen — Build a Local Agent Rig Instead

Mike Perry · 2026-06-25 · 14 min
Open-WebUI on a Raspberry Pi 4: A Front-End for Your RTX 3060 LLM Rig

Mike Perry · 2026-06-25 · 13 min
Why AI Memory Bandwidth Matters: From Micron's HBM to Your GDDR6

Mike Perry · 2026-06-24 · 14 min
DeepSeek V4 Flash on a 12GB RTX 3060: The Cheapest Agentic Model, Run Local

Mike Perry · 2026-06-19 · 8 min
AA-Briefcase's 800x Cost Spread: What It Means for Local Agentic Rigs

Mike Perry · 2026-06-19 · 8 min
GLM-5.2 vs DeepSeek V4 on a 12GB RTX 3060: Which Open-Weights Model Wins?

Mike Perry · 2026-06-19 · 9 min
Prompt Injection Still Breaks Local AI Agents in 2026

Mike Perry · 2026-06-16 · 9 min
CPU Offload for Local LLMs: Does a Ryzen 7 5800X Help?

Mike Perry · 2026-06-16 · 10 min
NVMe vs SATA SSD for Local LLMs: Does Disk Speed Matter?

Mike Perry · 2026-06-16 · 11 min
Microsoft Mirage and Persistent-Memory Video Gen: How Much VRAM You Actually Need

Mike Perry · 2026-06-14 · 11 min
Count Anything Runs Locally on a 12GB GPU: Object-Counting AI on the RTX 3060

Mike Perry · 2026-06-14 · 12 min
Run Text-to-SQL Locally on a 12GB GPU After Gemini-SQL2

Mike Perry · 2026-06-14 · 11 min
Ryzen 5 5600G for Local LLMs: iGPU + CPU Inference in 2026

Mike Perry · 2026-06-14 · 11 min
OpenAI's Codex Price War: When Local Coding on an RTX 3060 Wins

Mike Perry · 2026-06-14 · 13 min
Ideogram 4.0 Open Weights: Running It Locally on an RTX 3060 12GB

Mike Perry · 2026-06-14 · 15 min
Meta Is 'Token Managing' Now: Cut Local-LLM Cost on a Single RTX 3060

Mike Perry · 2026-06-13 · 9 min
Gemini-SQL2 Tops Text-to-SQL: Can an RTX 3060 Run a Local SQL Model?

Mike Perry · 2026-06-13 · 12 min
OpenAI vs Anthropic Token Price War: When a $300 GPU Wins

Mike Perry · 2026-06-11 · 10 min
Ideogram 4.0 Open Weights: Running Text-to-Image on a 12GB GPU

Mike Perry · 2026-06-11 · 11 min
Moonshot AI Targets $30B: Can You Run a Kimi-Class Open Model on a 12GB GPU?

Mike Perry · 2026-06-09 · 13 min
Grok Imagine Video 1.5 Hits #2 — But Local Video Gen on an RTX 3060 Is Still Free

Mike Perry · 2026-06-09 · 15 min
Which LLMs Actually Fit on an RTX 3060 12GB in 2026?

Mike Perry · 2026-06-09 · 18 min
Intel Arc Pro B70 vs RTX 3060 12GB: Budget AI + 1440p in 2026

Mike Perry · 2026-06-09 · 11 min
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
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
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
768GB Intel Optane DIMM Rigs: Can Cheap Persistent Memory Really Run a 1T-Parameter LLM?

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
Anthropic Keeps Supplying Claude to the NSA After Pentagon Supply-Chain Flag

Mike Perry · 2026-05-24 · 10 min
Why You Shouldn't Leave the Default Model on Copilot or Gemini

Mike Perry · 2026-05-24 · 10 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 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
Qwen3 MTP on a Single RTX 3060 12GB: What the New Benchmark Numbers Actually Mean

Mike Perry · 2026-05-23 · 10 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
Running Gemma 4 31B Finetunes Locally: Dual RTX 3060 12GB vs Single 24GB Card

Mike Perry · 2026-05-23 · 11 min
Using Claude to Hunt PCI Device IDs on Win98: Voodoo, Audigy, GeForce 4 Ti

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

Mike Perry · 2026-05-20 · 10 min
DeepSeek 4 Flash on 128GB MacBook: Local Inference Throughput Reality Check

Mike Perry · 2026-05-20 · 13 min
AI-Driven Driver Install for Win98: Vision-LLM + 3060 12GB Build (2026)

Mike Perry · 2026-05-19 · 10 min
AI-Driven Driver Hunting on WinXP: Using Vision LLMs to Install Audigy 2 ZS Without Internet

Mike Perry · 2026-05-19 · 10 min
Quake 3 + UT99 Dedicated Server on Raspberry Pi 4 8GB: Headless AI-Managed Setup (2026)

Mike Perry · 2026-05-18 · 11 min
MTP in llama.cpp: The Regression, the Fix, and the KV-Cache Free Lunch

Mike Perry · 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

Mike Perry · 2026-05-18 · 11 min
AMD Ryzen AI Max 395 Box: Can a 128GB Unified-Memory APU Replace a Dual-3090 Local LLM Rig?

Mike Perry · 2026-05-15 · 10 min
Qwen 3.6 27B vs Mistral 3.5 Medium: Local Hardware Showdown for 24GB GPUs

Mike Perry · 2026-05-15 · 10 min
Best SSD for a Local LLM Workstation: NVMe vs SATA Model-Load Latency Tested

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

Mike Perry · 2026-05-15
How We Use a Vision-LLM to Install Sound Blaster and Voodoo Drivers on Windows 98 — A Real Workflow From Our Retro Fleet

Mike Perry · 2026-05-15 · 10 min
AI-Assisted Sound Card Driver Install on Vintage WinXP: How a Vision LLM Automates the Sound Blaster Audigy FX

Mike Perry · 2026-05-15 · 15 min
Vision LLMs Driving Win98 Driver Installs: Inside Our 4-PC Retro Fleet

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

Mike Perry · 2026-05-15 · 11 min
LLM-Driven Driver Install on Windows 98: How Claude Walks Voodoo + Sound Blaster Setup

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

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

Mike Perry · 2026-05-14 · 18 min
AI-Driven Driver Recovery for SB Live! and Audigy on Win98: How an LLM Watches the Installer

Mike Perry · 2026-05-13 · 11 min
Using Claude to Drive Period-Correct Win98 Driver Installs on Voodoo and GeForce 4 Hardware

Mike Perry · 2026-05-13 · 11 min
Running Qwen3 35B A3B at 80 tok/s on a 12GB RTX 3060 in 2026

Mike Perry · 2026-05-13 · 15 min
Qwen3.6 35B-A3B on a 12GB GPU: 95 tok/s on 4070 Super, 34 on 3060

Mike Perry · 2026-05-13 · 10 min
Qwen3.6 35B A3B on RTX 3060 12GB: 80 tok/s with llama.cpp MTP

Mike Perry · 2026-05-13 · 12 min
AI-Driven Win98 Voodoo3 Driver Recovery on a Raspberry Pi 5 Companion

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

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

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

Mike Perry · 2026-05-13 · 10 min
MTP Decoding on RTX 3060 12GB: When Multi-Token Prediction Helps (and Hurts)

Mike Perry · 2026-05-13 · 11 min
Running a Local LLM on a Raspberry Pi 4 Cluster — Realistic Expectations for 2026

Mike Perry · 2026-05-12
Qwen 3.6 35B on RTX 3060 12GB: 18–28 tok/s

Mike Perry · 2026-05-12 · 10 min
AMD Ryzen AI Max+ 395 vs Mac Studio M4 Max for Local LLM Inference

Mike Perry · 2026-05-12 · 10 min
AI-Driven Win98 Voodoo Driver Install: A Repeatable Vision-LLM Playbook for the Sound Blaster Audigy FX

Mike Perry · 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

Mike Perry · 2026-05-09
Quiet RTX 3060 12GB Local LLM Box: Build Notes from a Real Setup

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

Mike Perry · 2026-05-08
AI-Driven Win98 LAN Party Server Config Generation

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

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

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

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

Mike Perry · 2026-05-07

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Hardware Benchmark Data

Gaming FPS, AI inference tok/s, and synthetic scores for GPUs, CPUs, RAM and SSDs — sourced from TechPowerUp, PassMark, Tom's Hardware, and community measurements.

CPUs: Intel Core Ultra 5 250KF · AMD Ryzen 9 9900X3D · Apple M3 Ultra · Ryzen 5 7500X3D · Ryzen 9 9950X3D · AMD Ryzen 5 9600 · Apple M4 · Apple M4 Max · Apple M4 Pro · Intel Core i5-14500 · Intel Core Ultra 5 245K · Intel Core Ultra 7 265K · Intel Core Ultra 9 285K · Ryzen 5 9600X · Ryzen 7 5800XT · Ryzen 7 9700X · Ryzen 7 9800X3D · Ryzen 9 9950X · AMD Ryzen 5 7430U · Intel Core i5-14600K — more →

RAMs: DDR5-8000 CL38 32GB (2x16) · DDR5-6000 CL30 64GB (2x32) · DDR5-6400 CL32 32GB (2x16) · PC3200 DDR-400 Memory · PC2700 DDR-333 Memory — more →

SSDs: Crucial T705 2TB · Samsung 990 PRO 2TB · WD Black SN850X 2TB — more →