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Best Apple M5 Pro and Max for Local AI (2026)
M5 Pro at 307GB/s, M5 Max at 614GB/s (or 460 on the 32-core bin), up to 128GB — now the highest-memory Mac you can buy. Picks for Qwen 3.6 and Llama 3.3 70B.
CodeLlama vs DeepSeek Coder vs Qwen Coder: Best Local Coding Models Compared
CodeLlama vs DeepSeek Coder vs Qwen Coder vs Codestral benchmarked: HumanEval scores, VRAM per quant, and speed tests. Qwen 7B beats CodeLlama 70B.
Best Local LLMs for Mac in 2026 — M1 through M5 Tested
Best model for every Mac tier, 8GB to the 96GB Studio ceiling. Qwen 3.6, Llama 4 Scout, DeepSeek V4, MLX vs Ollama. Why bandwidth, not RAM, sets your speed.
Best Local LLMs for Chat & Conversation
The best local LLMs for chat and conversation in 2026. Picks for every VRAM tier from 8GB to 24GB, with Ollama commands to start chatting immediately.
What Can You Actually Run on 16GB VRAM?
13B-14B models hit 22-53 tok/s at Q4-Q6, a 35B-A3B MoE runs via expert offload, and Flux runs at FP8. Where 16GB beats 12GB, where it trails 24GB, and the best cards at this tier.
Best Local LLMs for Writing & Creative Work
Llama 3.3 70B is the best local prose model in 2026; Qwen3 32B is the 24GB sweet spot for fiction and long-form. Model picks for every VRAM tier and writing task.
What Can You Actually Run on 24GB VRAM?
Qwen 3.5 27B at Q4 fits in 17GB with 64K+ context. 70B at Q3 with limited context. Flux at full FP16. RTX 3090 at $1,200 vs 4090 at $2,250—every model that fits and which GPU to buy.
CPU-Only LLMs 2026: Real tok/s, Best Models & a 70B Dual-Xeon Build
No GPU? A decent CPU runs 7B models at 10-15 tok/s, and BitNet hits 45 tok/s in 0.4GB. Real benchmarks, best models, and a $1,100 dual-Xeon 70B build.
Best Models Under 3B: Small LLMs That Work
The best models under 3B parameters for laptops, old GPUs, Raspberry Pi, and phones. What works, what doesn't, and which tiny LLM to pick for your use case.
What Can You Actually Run on 8GB VRAM?
Qwen 3.5 9B is the new king of 8GB VRAM — 7GB at Q4_K_M with native vision. Plus every model that works on RTX 4060 and 3060 Ti, Stable Diffusion benchmarks, and the best upgrade path. Updated March 2026.
What Can You Actually Run on 12GB VRAM?
Qwen 3.5 9B at Q8_0 runs near-lossless on 12GB, Qwen 2.5 14B at Q4 hits 30 tok/s, and SDXL generates without workarounds. Every model that fits on an RTX 3060 12GB and the best upgrade path.
Best Local Coding Models Ranked: Every VRAM Tier, Every Benchmark (2026)
The best local LLMs for coding in 2026, ranked by VRAM tier. Qwen 3.6-27B, 3.6-35B-A3B, DeepSeek V4-Flash, benchmarks, editor setup, and Claude Code alternatives.
Best VRAM Cheat Sheet for Local LLMs: Every Model, Every Quant
Exact VRAM for Qwen 3.6, Qwen 3.5, Llama, Mistral, and DeepSeek at Q3 through FP16. Lookup tables for 7B, 9B, 13B, 27B, 32B, 70B, and 120B models with real measurements and GPU recommendations. Updated July 2026.
GPU Buying Guide for Local AI: Pick the Right Card
The complete GPU buying guide for local AI. Covers RTX 3060 through 4090 with VRAM analysis, performance benchmarks, prices, and used vs new buying advice.