Budget
Running OpenClaw on 4GB, 6GB, and 8GB GPUs: What Actually Works
OpenClaw on low VRAM GPUs: 4GB is rough, 6GB is marginal, 8GB is where it starts working. Model picks, quantization tricks, partial offload, and when to just use a cloud API instead.
Intel Arc B580 for Local LLMs: 12GB VRAM at $250, With Caveats
The Arc B580 gives you 12GB VRAM for $250, but Intel's AI software stack needs work. Real tok/s benchmarks, setup paths, and honest comparison with RTX 3060.
What Can You Run on 8GB Apple Silicon? Local AI on a Budget Mac
Llama 3.2 3B runs at 30 tok/s. Phi-4 Mini fits with room to spare. 7B models technically load but swap to disk. Honest benchmarks and real limits for 8GB M1/M2/M3/M4 Macs.
Intel Arc GPUs for Local AI: The Underdog Option That Actually Works
The Arc A770 16GB gives you 16GB of VRAM for ~$250 used. Software support through IPEX-LLM and llama.cpp SYCL is real but rough. Honest benchmarks, what works, and what doesn't.
Used Tesla P40 for Local AI: The $200 Budget Beast
24GB VRAM for $150-$200 on eBay. Pascal architecture, no display output, passive cooling. Full benchmarks, setup guide, and honest comparison to the RTX 3060 and 3090.
Best Mini PCs for Local AI Under $300 in 2026
A $200 refurbished ThinkCentre runs 7B models at 5-8 tok/s. A $350 AMD Ryzen box hits 10-15 tok/s. Specific picks, real benchmarks, and what's worth buying.
Rescued Hardware, Rescued Bees — Building Tech From What Others Throw Away
A beekeeper who rescues wild colonies from demolition sites builds an AI lab from discarded hardware. The philosophy connecting East Bay Bees, Tai Chi, and mycoSwarm.
Building a Distributed AI Swarm for Under $1,100
A complete bill of materials for a three-node distributed AI cluster: RTX 3090 workstation, ThinkCentre M710Q for light inference, Raspberry Pi 5 coordinator. Every part sourced used or cheap, total cost under $1,100.
Free Local AI vs Paid Cloud APIs: Real Cost Comparison
An RTX 3090 pays for itself in 2 weeks of moderate API usage. Full break-even math for local vs OpenAI, Anthropic, and Google APIs with current 2026 pricing.
How Much Does It Cost to Run LLMs Locally?
$200-800 for hardware, $5-15/month in electricity, and a 3-6 month breakeven vs ChatGPT Plus at $240/year. Full cost breakdown with real numbers.
Best GPU Under $500 for Local AI (2026 Picks)
Find the best GPU under $500 for running local AI in 2026. RTX 4060 Ti 16GB, used RTX 3080, RTX 3060 12GB, and RX 7700 XT compared with real benchmarks.
Best GPU Under $300 for Local AI (2026 Picks)
Find the best GPU under $300 for local AI. We compare the RTX 3060 12GB, RX 7600, and Intel Arc B580 with VRAM analysis, LLM benchmarks, and real pricing.
Used GPU Buying Guide for Local AI: How to Buy Smart
RTX 3060 12GB for ~$200, RTX 3090 24GB for ~$750—used GPUs offer 2-3x the VRAM per dollar vs new. Fair prices, scam red flags, and where to buy safely.
CPU-Only LLMs: What Actually Works
Running CPU-only LLMs without a GPU — what actually works. Best model picks, real speed benchmarks, and a budget dual Xeon server build for 70B models.
Used Optiplex + RTX 3060 = Local AI for Under $450 (Full Build)
$100 used Optiplex, $180 RTX 3060 12GB, done. Runs 14B LLMs at 25 tokens/sec and Stable Diffusion out of the box. Complete parts list, where to buy cheap, assembly photos, and first benchmarks.