Your Data. Your Hardware. Your AI.
Practical guides for running AI locally—from someone who figured it out on a budget,
not a Silicon Valley lab.
Latest
Ornith 1.5 35B vs Qwen 3.6 on RTX 3090: Speed Tested
Firsthand A-B-B-A bench of Ornith 1.5-35B-A3B against Qwen 3.6-35B-A3B on one RTX 3090. Generation, prefill, VRAM, and the noise floor under all three.
Aug 28, 2026Who Actually Built Your Open Model? Soofi S vs Trinity
Two independent labs shipped competitive open MoE models in 2026. I read both technical reports. One of them is built on NVIDIA's architecture, data and tokenizer.
Aug 25, 2026Qwen 3.6 MoE Routing, Measured: Flat Is the Wrong Number
I traced every expert routing decision Qwen 3.6-35B-A3B makes across six workloads on an RTX 3060. Routing isn't flat, and 112 slots is the whole answer.
Aug 24, 2026Why Qwen 3.8 27B Feels Slow: Reasoning Tokens Measured
Qwen 3.8 27B generates at full speed on a 3090 and still crawls. Four runs, two models, two seeds: 92.8% of output is thinking, and the spread runs 320x to 542x.
Aug 17, 2026Qwen 3.8 27B vs 3.6 on RTX 3090: Speed and Quality Tested
Firsthand benchmarks of Qwen 3.8-27B against 3.6-27B on one RTX 3090: generation within a percent, VRAM +254 MiB, and HumanEval pass@1 a statistical tie.
Aug 14, 2026The $36 RAM Fix That Made CPU Inference 56% Faster
Adding a second RAM stick to a mini PC lifted CPU token generation 52-58% across four models. Prompt processing moved under 2%. Measured before and after.
Aug 11, 2026What Are You Looking For?
"I'm New — Where Do I Start?"
Zero to running AI in 15 minutes, no experience needed.
First LLM · Ollama vs LM Studio · Troubleshooting · Open WebUI
"Which GPU Should I Buy?"
Every budget, every brand, tested for AI workloads.
Buying Guide · Under $300 · Under $500 · Used 3090 · AMD vs NVIDIA
"What Can My GPU Actually Run?"
Exact models and speeds for your VRAM tier.
"Which Model Should I Use?"
The right model for coding, writing, math, or chat.
"I Want to Generate Images & Video"
Stable Diffusion, Flux, ComfyUI, and AI video on your hardware.
Stable Diffusion · Flux · Art Styles · Video Gen · ComfyUI vs A1111
"I Have a Mac"
M1 through M4 — which models fit your unified memory.
OpenClaw: The AI Agent Everyone's Talking About
Setup, security, costs, and the ClawHub malware crisis.
Setup · Security Alert · Cut Costs 97% · Best Models · How It Works
"Local vs Cloud — Is It Worth It?"
Honest comparisons and cost breakdowns.
vs ChatGPT · vs Claude · Cost Guide · Token Audit · Tiered Strategy
"I Want to Go Deeper"
RAG, fine-tuning, voice chat, and advanced optimization.
Local RAG · Fine-Tuning · Voice Chat · Quantization · Context Length
"Something's Broken"
Fix the most common local AI problems fast.
Troubleshooting · Ollama Fixes · Model Formats · LM Studio Tips
Is This For You?
- Privacy-conscious users who don't want their data feeding Big Tech's models
- Budget-minded tinkerers tired of paying cloud API costs or monthly subscriptions
- Developers exploring local LLMs for projects without vendor lock-in
- Small business owners who need AI but can't risk sensitive data in the cloud
- Career-changers and lifelong learners wanting practical AI skills