A Linux desktop worth getting to know
Omarchy for Mac and Windows users: the workflow, local models, updates, and shared files.
Read the Omarchy guide →The library / TokenByte
Good questions. Useful answers.
Explore local AI, Apple Silicon, GPU workstations, Linux, and the small infrastructure decisions that make your setup work.
Independent guidanceHow we evaluate
Launch library
Guides built around buying decisions.
Each page should help a reader choose a setup, avoid a bad purchase, or make their local AI lab more useful.
Local AI Build Picker
Answer four questions and get routed to the right Mac Mini, RTX 3090, hybrid, or cloud-first path.
Local AI Home Lab Roadmap
A 30-day plan for choosing your first useful local AI setup, proving a workflow, and buying for the real bottleneck.
Best Local AI Setup for Beginners
Compare Mac Mini, RTX 3090, and cloud AI before buying your first serious setup.
Is a Used RTX 3090 Still Worth It?
Evaluate 24GB VRAM, local models, sustained thermals, power, acoustics, and used-market risk.
Mac Mini Local AI Setup Guide
Build a quiet local AI workstation for models, notes, transcripts, and automations.
Ollama vs LM Studio
Choose between a friendly desktop app and an automation-friendly local model runner before building workflows.
Local AI Benchmark Queue
A transparent queue for planned hardware tests, required screenshots, settings, evidence files, and verdict gates.
Local AI Automation Starter
Start with a folder watcher and local model workflow instead of overbuilding an agent.
Recommended Local AI Gear
GPU, Mac Mini, SSD, RAM, cooling, power, dock, and UPS buying categories.
How TokenByte Tests
The evidence standard behind reviews, buying guides, affiliate links, and future benchmarks.
About TokenByte
The editorial identity: practical home-lab AI, real setups, and proof before hype.
04 / The notebook
From the notebook.
Recent guides on the small decisions that make a local AI setup more useful.
M6 Mac mini vs M5 Mac Studio for Local AI: What Is Worth Buying?
The newest chip is not always the most capable configuration. Compare the new Macs around memory, real workloads, and what Apple has actually announced.
Omarchy for Local AI: A Practical Guide for Mac and Windows Users
A coherent Linux desktop is a good starting point. Here is what to check before making Omarchy your everyday local AI workstation.
Put AI Agents in a Sandbox Before They Touch Your Real Accounts
A practical local AI agent sandbox plan for browser profiles, file mounts, Mac accounts, Docker permissions, network access, logs, and buying the right control box
Put a UPS Under Your Local AI Lab Before the First Long Run Dies
Buy a UPS for controlled shutdown, not for finishing a long AI run during an outage.
Plan Local AI Video Generation Before You Buy the Next GPU
A practical buying plan for local AI video generation, covering Wan2.2, ComfyUI, VRAM, offloading, storage, queues, and when RTX hardware is actually justified
Mac Mini or Mac Studio for Local AI?
Choose Mac mini or Mac Studio for local AI by starting with the model, memory headroom, storage plan, and whether an RTX box would fit the workload better.