Dustin Collins

How We Prevent AI Hallucination in Data Search

Generative AI is remarkable at synthesising language — but that same fluency becomes a liability when users need factual answers from their own data. Ask an unprepared AI what is the price of SKU LF-100016? and it will confidently produce a number. It just might not be the right number. This post explains the four-layer system we built to make sure every answer our AI gives is grounded in real, retrieved data — not in its training memory.

The Market for IPv4 Addresses: Who’s Buying, Who’s Selling?

For most internet users, an IP address feels like plumbing: invisible, boring, and always there. For cloud providers, hosting companies, telecom operators, email platforms, VPNs, and fast-growing SaaS businesses, IPv4 addresses have become something else entirely: scarce infrastructure with a real market price. That market exists because IPv4 was built with a hard ceiling. The protocol uses 32-bit addresses, giving the internet roughly 4.3 billion possible IPv4 addresses, many of which are reserved or otherwise unavailable for normal public use. The central global IPv4 free pool was depleted in February 2011, when IANA distributed the last available /8 blocks to the five Regional Internet Registries.

How AI Is Reshaping Workflows, Not Eliminating Jobs

Work is not disappearing under AI; it is being rearranged. That shift is showing up in quiet, practical ways long before it becomes a dramatic headline. Teams now draft reports in minutes, customer support agents get suggested replies while chats are still live, analysts test ideas with machine help, and managers spend less time chasing routine updates. The big story is not that machines are taking over every task. The real story is that work is being split into parts, with some handed to software and others becoming more human, more strategic, and more tied to judgment. That change is reshaping workflows across industries and forcing a fresh look at what a job really is.

How Can You Build a Simple Neural Network on a MacBook?

Building a simple neural network on a MacBook is a practical way to learn the basics of machine learning without special hardware. With the right Python setup and a small project, you can train a model that recognizes patterns in data in under an hour, while also learning the core workflow: prepare data, define a model, train it, and evaluate results.

How Should You Chunk Documents for AI Search?

Chunking is one of those quiet decisions that can make AI search feel crisp and helpful—or scattered and frustrating. Good chunking turns long documents into search-friendly pieces that match user questions, preserve meaning, and keep retrieval costs under control. Below are practical strategies you can apply to get better results from keyword search, vector search, or hybrid retrieval.

How Do You Build a Search Engine?

Search engines look simple from the outside: you type a query and get results. Building one is really a sequence of practical systems—data collection, text processing, indexing, ranking, and serving—stitched together with careful engineering. This article walks through the major steps and design choices for creating a working search engine, from a basic prototype to something you can grow over time.

How Software Builds Detect and Report Compilation Failures

Modern software builds are automated pipelines that scan code, transform files, connect dependencies, and produce deployable output. When something goes wrong, the build system halts and reports errors collected during those steps. A familiar example is running npm run build, which often ends with a clear “Failed to compile” message when the toolchain encounters blocking issues.

How does a QR code work?

QR codes look like simple black-and-white squares, yet they carry structured data that a camera can decode in a fraction of a second. When you point your phone at a QR code, the camera captures an image and software interprets the pattern into text, a URL, Wi‑Fi credentials, payment details, or other data. The process can feel “visual,” but it is mostly computational pattern recognition rather than human-like visual cognition.

How do I find specific data in a database?

Finding the right rows in a database is mostly about asking clear questions and translating them into precise queries. This article explains practical ways to search for specific data, from simple filters to joins and indexing, so your results are accurate and your queries stay quick.

How Does an Electric Car Work?

Electric cars turn electrical energy into motion with fewer moving parts than a gasoline vehicle. Instead of burning fuel to create power, an EV stores electricity in a battery and uses electronics and a motor to drive the wheels. The result is smooth acceleration, quiet operation, and a drivetrain built around energy flow rather than combustion.

How does a GPU work?

Graphics processing units, or GPUs, handle vast amounts of math at the same time. They began as chips for drawing pixels, then grew into engines for scientific computing, machine learning, and simulation. This article explains how a GPU chip works and why it can run so many calculations in parallel.

How Can I Contact Matalan Customer Service in the UK?

If you're a shopper or a potential customer of Matalan in the UK, you might need assistance with orders, returns, or store information. Contacting customer service is an easy process, and this guide provides clear methods to reach them effectively.

How to Calculate the Electricity Cost from Wattage of a Device

Knowing how much it costs to operate electronic devices can help manage household or business energy expenses more effectively. While wattage provides a measure of how much power a device consumes, it does not directly indicate how much money you'll spend on electricity. This guide will explain the straightforward steps to convert wattage into an approximate cost.

How Do You Calculate the Present Value of Your Mortgage?

Calculating the present value of a mortgage helps borrowers determine what future payments are worth today. It’s a useful exercise for understanding the true cost of borrowing, comparing different loan options, or planning for early payoff. This guide explains how to calculate it step-by-step using straightforward methods and formulas.

How to access EC2 and install Node.js?

Logging in to an EC2 server and installing Node.js is a common first step when setting up a backend or hosting a simple app. This guide walks through connecting to your instance over SSH and installing Node.js in a clean, repeatable way.

How Many Workouts Are Recommended Each Week?

Regular physical activity is a cornerstone of a healthy lifestyle. The question of exactly how many workouts are ideal each week depends on individual goals, fitness levels, and schedules. The following guide offers a clear overview of current recommendations to help you plan a sustainable and effective exercise routine.

How Much Will Veterans’ Pay Increase in 2026?

A meaningful pay raise for U.S. service members is on the horizon, following a recent announcement by the President during the Navy’s 250th anniversary celebration. Included in the proposed fiscal year 2026 defense budget, the raise is expected to deliver financial relief and reinforce the government’s commitment to military personnel and veterans alike.

How to Submit a New macOS App to the Apple App Store?

Launching a new macOS app and getting it onto the Apple App Store is a process that involves several steps. This guide walks you through each phase to help you publish your app smoothly and efficiently.