Give Training Data Its Own Drive Before Your Local AI Lab Starts Crawling
A practical storage plan for local AI datasets, Hugging Face caches, ComfyUI inputs, LoRA training folders, and NVMe buying tradeoffs
Read the article →T. Calleja
20-year IT veteran turned AI enthusiast. I test the tools, cut through the hype, and write the guides I wish existed when I started.
Plan Remote Console Access Before Your Headless AI Workstation Needs a Monitor
A practical remote-console plan for headless RTX and Mac Mini AI labs, covering SSH, KVM-over-IP, power control, VPN access, and buying tradeoffs
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Check the GPU Power Cable Before Your RTX AI Workstation Gets Expensive
A practical RTX 4090/5090 GPU power plan for 12V-2x6 cables, PSU headroom, case clearance, and safer local AI workstation builds
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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
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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
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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
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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
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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
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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
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Build a Model Inventory Before Your Local AI Lab Turns Into Mystery Files
Track local AI models, licenses, revisions, storage paths, and deletion decisions before your home lab fills with mystery files
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Put a Job Queue in Front of Your Local AI GPU Before It Becomes a Traffic Jam
Build a practical local AI GPU job queue for ComfyUI, Ollama, scripts, and home-lab automation before shared workloads become guesswork
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Put a Model Router in Front of Your Local AI Lab
Add one local AI model router so apps can reach your Mac mini, RTX box, and fallback models through a stable endpoint
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