Introduction

Modern AI models like GPT-4V, Claude, and Gemini can look at an image and describe it, answer questions about it, or reason about what's happening in it — all in natural language. These are called Vision-Language Models (VLMs), and they represent one of the most exciting frontiers in AI: teaching …

For most of the last decade, "AI" in a business context meant a model that answered a question or generated a draft, then waited. You asked, it responded, and a human carried the output the rest of the way — into a CRM, a spreadsheet, an email, a ticketing system. Agentic …

Introduction

Large Language Models (LLMs) like GPT, Claude, and Gemini can write essays, answer questions, and even generate code. But how do they actually produce text? The process is surprisingly simple at its core, even though the models themselves are massive and complex. This post breaks it down in plain …

Introduction

What if you could get something you need without spending money, simply by contributing your time and skills? Imagine a marketplace where your ability to teach, design, repair, organize, or create becomes the currency you use to access products and services.

This is the concept behind EffortCommerce—a contribution-driven …

If you're learning front-end development, one of the fastest ways to sharpen your skills is by recreating an existing webpage. It forces you to actually look closely at layout, spacing, typography, and structure instead of guessing. In this post, I'll walk through how to clone a webpage using Kiro (an …

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 …

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 …

Introduction

Application Programming Interfaces (APIs) are the invisible connectors that power much of the digital world. From checking the weather on your phone to paying for a coffee with a tap, APIs are working behind the scenes to make software talk to software. Understanding their importance is key to understanding …

Snyk AI: Securing Software in the Age of Agentic Development

AI has changed how software gets written. Developers now lean on coding assistants like GitHub Copilot and Cursor, and increasingly on autonomous agents that write, test, and even ship code with minimal human review. That speed is a huge productivity …

Introduction

FastAPI has quickly become one of the most popular Python frameworks for building APIs. Created by Sebastián Ramírez, it combines high performance, easy syntax, and automatic documentation generation — making it a favorite among developers building modern web services and microservices.

Why FastAPI?

1. Speed Built on Starlette and Pydantic, FastAPI …