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Guide archiveBuying paths
All TokenByte local AI guides.
Browse setup decisions, GPU reviews, Mac Mini builds, ComfyUI hardware guidance, automation projects, and recommended gear.
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.
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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?
24GB VRAM, ComfyUI fit, local LLM experiments, heat, power, and used-market risk.
RTX 3090 ComfyUI Experiment Plan
A queued baseline workflow test plan with required evidence, VRAM notes, and verdict gates.
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.
Best GPUs for ComfyUI
Understand VRAM classes, workflow limits, and why 24GB is such a practical target.
TokenByte ComfyUI Assistant
Get release access, setup notes, privacy checks, and the download path when the assistant package clears QA.
ComfyUI Starter Workflow
Build one repeatable baseline workflow before adding upscalers, LoRAs, batches, or new GPUs.
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.
Topic areas
Follow the build by bottleneck.
TokenByte is easiest to use when each guide has a clear job: compute, memory, storage, network, power, automation, or proof.
GPU + ComfyUI
VRAM, image workflows, and workstation choices.
Start with the workflow, then compare starter cards, 24GB value cards, and high-end 32GB builds.
Mac Mini + local LLMs
Quiet local models, notes, and automation boxes.
Start here when the job is daily utility instead of maximum image-generation speed.
Storage + NAS
Model drives, shared libraries, backups, and 10GbE.
Stop redownloading models everywhere; plan local SSDs and shared storage as one system.
Networking + security
VLANs, agent isolation, NAS access, and lab routing.
Keep experimental AI services useful without giving them the keys to the whole house.
RAM + power
Memory ceilings, UPS planning, and reliability choices.
Start here when the machine works, but the lab still needs more memory, safer power, or cleaner uptime.
Automation + proof
Local workflows, evidence, and tests worth repeating.
Build one useful private workflow, then measure before buying the next expensive part.
Latest lab notes
Fresh TokenByte articles.
New practical notes from the daily publishing desk: hardware decisions, storage, networking, power, ComfyUI, local models, and automation.
Run a Restore Drill Before Your Local AI Backups Become Decorative
A practical restore-drill plan for local AI labs, covering Ollama, ComfyUI, Docker volumes, NAS backups, external SSDs, and off-site recovery
Plan the Thunderbolt Dock Before Your Mac Mini AI Desk Gets Messy
A practical Mac Mini Thunderbolt and USB4 dock plan for local AI desks, covering external SSDs, 10GbE, displays, cables, and when not to buy Thunderbolt 5
Check PCIe Lanes Before You Buy Parts for a Local AI Workstation
A practical PCIe lane plan for RTX GPUs, NVMe drives, 10GbE cards, and capture hardware before a local AI workstation turns into slot-sharing guesswork
Give Your Local AI Lab a Scratch Drive Before Your Boot Disk Fills Up
A practical scratch-drive plan for ComfyUI, Ollama, Hugging Face caches, Docker volumes, and local AI outputs before your boot disk becomes the bottleneck
Plan Airflow and Noise Before Your RTX AI Workstation Gets Loud
Plan case airflow, GPU clearance, fan curves, and thermal logging before an RTX local AI workstation gets loud or throttles
Test Local AI Updates on a Spare Bench Before Your Daily Lab Breaks
Test Ollama, ComfyUI, CUDA, containers, and model workflows on a spare bench before updates break your daily local AI lab