Entry-Level PC Build for Local LLMs: A Roughly 8000 Yuan RTX 3060 12GB Machine
Entry-level PC build for local LLMs: an RTX 3060 12GB and i5-12600KF machine at about 7899 yuan, with prices, models it runs, upgrades and where not to skimp.
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LLM Context Length VRAM: How the KV Cache Works, Formulas, Worked Examples and Fixes
LLM context length VRAM guide: the KV cache formula, worked examples for 7B to 70B models, f16 vs q8_0 vs q4_0 cache, Ollama defaults and out-of-memory fixes.
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Enterprise Private LLM Deployment: Tiers, Hardware Budget, Security Checklist and Rollout (2026)
Enterprise private LLM deployment: pilot, department and company tiers, reference hardware budgets, layered design, OWASP-based security checklist and rollout.
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Gemma Local Deployment Guide: Run Gemma 4 and Gemma 3 with Ollama, Sized by VRAM
Gemma local deployment with Ollama: compare Gemma 4 e2b, e4b, 12b, 26b and 31b sizes and context, pick one by VRAM, and set thinking mode, sampling, and fixes.
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What Is GGUF? Getting Started with llama.cpp: Download, Run and Quantize
What is GGUF? Learn the GGUF format, how to install and run llama.cpp, how Q4_K_M and other quantizations change file size, and how it relates to Ollama.
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gpt-oss Local Deployment Guide: Run gpt-oss-20b and gpt-oss-120b with Ollama and llama.cpp
gpt-oss local deployment with Ollama and llama.cpp: official memory needs for 20b and 120b, MXFP4, MoE offload flags, and reasoning effort.
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Laptop for Local LLMs: How to Choose VRAM, Bandwidth, Cooling and Mac Options (2026)
Choosing a laptop for local LLMs? Compare RTX 50 laptop VRAM, bandwidth and power limits, cooling, and Mac unified memory, and see what 8GB to 24GB can run.
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Local LLM for Coding: Build a Private Coding Assistant with Ollama, Continue and Qwen Coder (2026)
Local LLM for coding: set up Ollama with Continue, pick Qwen Coder sizes by VRAM, split autocomplete, chat and agent roles, and avoid context and speed traps.
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Local LLM Privacy: What Stays on Your Machine, What Can Leak, and a Practical Checklist
Local LLM privacy explained: what stays on your machine, where data can still leak, which Ollama and Open WebUI settings to check, and a practical checklist.
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Run Qwen Locally: Picking a Qwen3, 3.5, 3.6 or 3.8 Size
How to run Qwen locally: Ollama file sizes for Qwen3, 3.5, 3.6, 3.8, Coder and VL, a VRAM matching table, one-line commands and thinking-mode control.
