https://localairigs.com GPU buyer guides, VRAM and quantization references, build guides, setup tutorials, and free planning tools for running AI locally. en-us https://localairigs.com/guides/16gb-vs-24gb-vram-for-llms https://localairigs.com/guides/16gb-vs-24gb-vram-for-llms 16GB vs 24GB VRAM for local LLMs: exactly which models each tier runs, where 16GB gets frustrating, and how to decide without overspending on a GPU. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/best-gpu-for-local-ai-under-1000 https://localairigs.com/guides/best-gpu-for-local-ai-under-1000 The best GPUs for local AI under $1,000 in 2026: available 16GB options plus the conditions a private-market RTX 3090 must meet to qualify. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/best-gpu-for-local-llm https://localairigs.com/guides/best-gpu-for-local-llm GPUs compared for local AI inference by VRAM, power, software support, and reviewed listing ranges — from entry-level cards to the RTX 5090. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/best-gpu-for-stable-diffusion https://localairigs.com/guides/best-gpu-for-stable-diffusion The best GPUs for Stable Diffusion, SDXL, and FLUX in 2026 by VRAM tier — what runs SDXL, what you need for FLUX, and the value picks, with honest pricing. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/best-used-gpu-for-local-ai https://localairigs.com/guides/best-used-gpu-for-local-ai The used GPU market is still the best way to buy 24GB of VRAM without paying flagship money. Here is the used card that actually makes sense, the risks to check, and who should skip the second-hand route. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/how-much-vram-to-fine-tune-llm https://localairigs.com/guides/how-much-vram-to-fine-tune-llm Fine-tuning needs far more VRAM than inference — roughly 8x. QLoRA fits a 7B fine-tune on a 24GB card; full fine-tuning does not. Here is the real math. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/rtx-3090-vs-4090-vs-5090-for-ai https://localairigs.com/guides/rtx-3090-vs-4090-vs-5090-for-ai RTX 3090 vs 4090 vs 5090 for local AI: verified specs, VRAM, memory bandwidth, the real performance gap, and which 24GB-or-more card is actually worth buying in 2026. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/rtx-5090-vs-rtx-4090-for-local-llms https://localairigs.com/guides/rtx-5090-vs-rtx-4090-for-local-llms RTX 5090 vs RTX 4090 for local AI: verified specs, VRAM, FP4, real performance gap, and current pricing reality. Which flagship to actually buy in 2026. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/used-rtx-3090-buying-guide https://localairigs.com/guides/used-rtx-3090-buying-guide How to evaluate an RTX 3090 for local LLMs: 24GB model fit, live price checks, inspection steps, dual-GPU sharding, and when to skip it. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/vram-requirements-guide https://localairigs.com/guides/vram-requirements-guide VRAM requirements for every popular LLM at every quantization level. Llama 4, DeepSeek R1, Qwen 3, Mistral, Stable Diffusion — the only table you need. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/reviews/amd-rx-7900-xtx-local-ai-review https://localairigs.com/reviews/amd-rx-7900-xtx-local-ai-review A practical review of the Radeon RX 7900 XTX for local LLMs: 24GB of VRAM at AMD prices, the real ROCm experience in 2026, and who should actually buy it. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/reviews/mac-mini-m4-local-ai-review https://localairigs.com/reviews/mac-mini-m4-local-ai-review A practical review of the Mac Mini M4 for local LLMs: how Apple's unified memory works for AI, real tokens-per-second, the memory-tier decision, and the limits. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/reviews/rtx-3090-used-local-ai-review https://localairigs.com/reviews/rtx-3090-used-local-ai-review A practical review of the used RTX 3090 for local LLMs: 24GB of VRAM, model fit, power draw, current renewed pricing, and used-market caveats. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/reviews/rtx-4060-ti-16gb-local-ai-review https://localairigs.com/reviews/rtx-4060-ti-16gb-local-ai-review A practical review of the RTX 4060 Ti 16GB for local LLMs: a workable 16GB card held back by a narrow bus and an inflated price versus the newer 5060 Ti. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/reviews/rtx-5090-local-ai-review https://localairigs.com/reviews/rtx-5090-local-ai-review A practical review of the RTX 5090 for local LLMs: 32GB of GDDR7, native FP4, the real performance jump over the 4090, and the power and availability caveats. Sat, 11 Jul 2026 00:00:00 GMT https://localairigs.com/guides/best-mini-pc-for-local-ai https://localairigs.com/guides/best-mini-pc-for-local-ai Strix Halo, DGX Spark, Framework Desktop, or Mac Studio? The number that decides which mini PC runs your local LLM is usable VRAM, not total RAM. Here is the honest breakdown, plus a tool that ranks the machines for the model you want to run. Fri, 10 Jul 2026 00:00:00 GMT https://localairigs.com/guides/used-rtx-3090-vs-new-rx-7900-xtx-value https://localairigs.com/guides/used-rtx-3090-vs-new-rx-7900-xtx-value The used RTX 3090 lost its value crown. At about $1,600 used vs about $1,400 new, the RX 7900 XTX is now the cheapest way to 24GB of VRAM — if you can live without CUDA. Here is the honest tradeoff. Fri, 10 Jul 2026 00:00:00 GMT https://localairigs.com/guides/ai-workstation-for-local-llms https://localairigs.com/guides/ai-workstation-for-local-llms A local AI workstation is a VRAM budget with a computer attached. Pick the model first, then the card, then everything else. Three builds for 32B, 70B, and headroom. Thu, 09 Jul 2026 00:00:00 GMT https://localairigs.com/guides/best-budget-gpu-for-local-ai https://localairigs.com/guides/best-budget-gpu-for-local-ai The best cheap GPUs for local AI right now, by spend level: what to buy under $300, under $500, and when a used RTX 3090 still changes the math. Thu, 09 Jul 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-run-gemma-3-locally https://localairigs.com/tutorials/how-to-run-gemma-3-locally Run Google's Gemma 3 on your own hardware with Ollama. Which size fits your VRAM, the multimodal (vision) models, exact commands, and how to get good results. Mon, 15 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-set-up-local-rag https://localairigs.com/tutorials/how-to-set-up-local-rag Build a private, local RAG so a model can answer questions about your PDFs and notes — using Ollama plus Open WebUI or AnythingLLM, an embedding model, and no cloud. Mon, 15 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/local-ai-coding-assistant-setup https://localairigs.com/tutorials/local-ai-coding-assistant-setup Set up a fully local AI coding assistant in VS Code with Ollama and Cline or Continue. Which model to pull for your VRAM, how to connect the editor, and how to avoid the common slowdowns. Mon, 15 Jun 2026 00:00:00 GMT https://localairigs.com/reviews/rtx-5070-ti-local-ai-review https://localairigs.com/reviews/rtx-5070-ti-local-ai-review A practical review of the RTX 5070 Ti for local LLMs and image generation: fast 16GB GDDR7, low power, full CUDA — and whether its price holds up versus MSRP. Sun, 14 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-run-llama-locally https://localairigs.com/tutorials/how-to-run-llama-locally Run Meta's Llama models on your own GPU with Ollama. Which size fits your VRAM (3.2, 3.1, 3.3), exact commands, and how to get the best results locally. Thu, 11 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-set-up-open-webui https://localairigs.com/tutorials/how-to-set-up-open-webui Set up Open WebUI with Ollama to get a ChatGPT-style interface for your local models. Docker install, connecting to Ollama, RAG document chat, and first setup. Tue, 09 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-run-stable-diffusion-locally https://localairigs.com/tutorials/how-to-run-stable-diffusion-locally Run Stable Diffusion and FLUX locally: which interface to use (Forge, ComfyUI, A1111), the real VRAM you need for SDXL, SD3.5, and FLUX, and a clean setup path. Thu, 04 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/best-local-llm-models-2026 https://localairigs.com/tutorials/best-local-llm-models-2026 The best open models to run locally in 2026, picked by hardware tier: which to run on 8GB, 16GB, and 24GB, with verified sizes from the official Ollama library. Tue, 02 Jun 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-run-qwen-3-locally https://localairigs.com/tutorials/how-to-run-qwen-3-locally Run Qwen3 on your own GPU with Ollama. Which size fits your VRAM (including the efficient 30B-A3B MoE), exact commands, and how to get the most from it. Thu, 28 May 2026 00:00:00 GMT https://localairigs.com/tutorials/lm-studio-vs-ollama https://localairigs.com/tutorials/lm-studio-vs-ollama LM Studio vs Ollama compared for 2026: GUI vs CLI, the OpenAI-compatible API, Apple Silicon speed, Docker, and which local LLM runtime fits your workflow. Tue, 26 May 2026 00:00:00 GMT https://localairigs.com/reviews/rtx-5060-ti-16gb-local-ai-review https://localairigs.com/reviews/rtx-5060-ti-16gb-local-ai-review A practical review of the RTX 5060 Ti 16GB for local LLMs: current-gen 16GB at ~150W, where the 128-bit bus shows, and who should buy it over a used 3090. Sun, 24 May 2026 00:00:00 GMT https://localairigs.com/guides/nvidia-vs-amd-for-local-ai https://localairigs.com/guides/nvidia-vs-amd-for-local-ai NVIDIA vs AMD for local LLMs in 2026: CUDA vs ROCm maturity, real performance, the RX 7900 XTX value case, and who should actually choose AMD. Sun, 17 May 2026 00:00:00 GMT https://localairigs.com/guides/budget-local-ai-pc-build-under-500 https://localairigs.com/guides/budget-local-ai-pc-build-under-500 A realistic parts list for a budget local AI PC. A used 12GB GPU plus value CPU, RAM, SSD, PSU, and case — what to buy, what it really costs, and the tradeoffs. Thu, 14 May 2026 00:00:00 GMT https://localairigs.com/guides/local-ai-vs-chatgpt-cost https://localairigs.com/guides/local-ai-vs-chatgpt-cost A clear cost breakdown of running AI locally versus paying for ChatGPT. Real subscription and electricity numbers, the break-even math, and who should switch. Tue, 12 May 2026 00:00:00 GMT https://localairigs.com/guides/quantization-explained https://localairigs.com/guides/quantization-explained What Q4_K_M, Q5_K_M, Q8, and FP16 actually mean, how much VRAM each saves, and which quantization to pick for local LLMs without wrecking quality. Fri, 08 May 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-run-deepseek-r1-locally https://localairigs.com/tutorials/how-to-run-deepseek-r1-locally Run DeepSeek R1 on your own GPU with Ollama. Which distilled size fits your VRAM, exact commands, the 671B reality check, and how to get good reasoning output. Thu, 07 May 2026 00:00:00 GMT https://localairigs.com/tutorials/how-to-install-ollama https://localairigs.com/tutorials/how-to-install-ollama Install Ollama on Windows, macOS, or Linux and run your first local model in minutes. Official commands, GPU setup, common errors, and what to do next. Tue, 05 May 2026 00:00:00 GMT https://localairigs.com/reviews/intel-arc-b580-local-ai-review https://localairigs.com/reviews/intel-arc-b580-local-ai-review A practical review of Intel's 12GB budget GPU for local LLM inference, focused on setup friction, VRAM headroom, and day-to-day usability rather than hype. Fri, 24 Apr 2026 00:00:00 GMT https://localairigs.com/tutorials/local-ai-beginners https://localairigs.com/tutorials/local-ai-beginners Never run AI locally before? This step-by-step guide takes you from zero to chatting with your own private AI model in under 10 minutes. No coding required. Thu, 23 Apr 2026 00:00:00 GMT