quantization – Software

Advanced Prompt Engineering to Reduce Hallucinations in Local Models

October 8, 2026 by REIBuys Engineering Team

A conceptual image illustrating a strict system prompt guiding a local LLM to prevent hallucinations, emphasizing control and factual accuracy.

Local Large Language Models (LLMs) such as Llama 3, Qwen 2.5, and Mistral offer developers complete control over data privacy, inference execution, and software pipelines. However, smaller open-source

Understanding the Quantization Impact on Speed for Local LLMs

September 20, 2026 by REIBuys Engineering Team

Graph illustrating the quantization impact on speed and VRAM usage

When configuring local large language models, performance depends on three core parameters: total parameter size, quantization level, and context window allocation. Tuning these settings determines wh

How to Make Local LLM Faster: The Ultimate Optimization Guide

September 20, 2026 by REIBuys Engineering Team

Chart showing how various optimization techniques improve local LLM tokens per second performance.

[IMAGE: Chart comparing tokens per second to show how to make local LLM faster]