local-llm

6 pieces on local-llm, including 6 step-by-step guides.

Guides

guides
Shan • 2026-10-11
self-hostinglocal-llmvllmgpu-cloudquantizationlitellm

Self-Hosting Your First LLM: Complete Hardware, Benchmark & Deployment Playbook

A complete engineering playbook for self-hosting production LLMs for AI agents: benchmark selection, quantization trade-offs, cloud GPU instance economics, and zero-switch proxy architecture.

Read more →
guides
Shan • 2026-10-03
local-llmollamavllmllama-cpplm-studiojan-aillamafile

Run LLMs Locally: 6 Practical Methods (Ollama, LM Studio, vLLM, Jan, llama.cpp, and llamafile)

Master 6 proven frameworks to host and run LLMs locally across Windows, macOS, and Linux with GPU acceleration, from one-click GUIs to high-throughput production servers.

Read more →
guides
Shan • 2026-09-24
qwenunslothllama-cpplocal-llmquantizationmtp

Host and Run Qwen3.8-Flash Locally: Complete Unsloth and llama.cpp Deployment Guide

Run Qwen3.8-Flash locally on CPU, unified memory, or GPUs using Unsloth and llama.cpp with Multi-Token Prediction (MTP) for up to 1.7x faster inference.

Read more →
guides
Shan • 2026-06-07
Zero-Shot ClassificationLocal LLMOllamaNLPProduction AI

Build a Local LLM Zero-Shot Classifier You Can Actually Deploy

Learn how to run zero-shot text classification on a local model with Ollama, enforce strict JSON outputs, and add confidence-aware routing for production triage.

Read more →
guides
architect • 2026-05-23
Local LLMProjectsPythonAutomation

Five Project Ideas for Local Language Models

Discover five unique, practical, and incredibly fun projects you can build on consumer hardware using open source local LLMs.

Read more →
guides
architect • 2026-05-23
Local LLMAgentsMachine LearningSLM

Top 5 Small Language Models for Agentic Tool Calling

Explore 5 small language models (SLMs) that feature open weights and first-class tool-calling support for local agentic workflows.

Read more →