small language models vs large language models

Posted on Tue 25 August 2026 in Machine Learning • Tagged with SLM, LLM, small-language-models, large-language-models, AI-comparison, model-efficiency, edge-AI, open-source-ai

Introduction

When people talk about AI language models, the conversation is usually dominated by giants like GPT-4, Claude, or Gemini. But a quieter shift has been happening alongside these headline-grabbing models: the rise of Small Language Models (SLMs). In this post, we'll break down what separates SLMs from LLMs, when …


Continue reading

Llama.cpp for Beginners: Understanding Your Server Logs

Posted on Mon 24 August 2026 in Machine Learning • Tagged with llama.cpp, LLM, self-hosting, server-logs, debugging, local-inference, beginners-guide, open-source-ai

A SAMPLE LOG

Here's what a typical startup and inference run looks like on Windows:

0.02.229.730 I cmn common_param: common_params_print_info: verbosity = 3 0.02.230.814 W srv llama_server: ----------------- 0.02.230.822 W srv llama_server: CORS is set to allow all origins ('*') and no API key …


Continue reading