Katherine Holland

Can Students Build a Small List

Large language models can feel distant from the classroom, yet students can take part in making a smaller one through a simple distillation project. The goal is not to train a giant model from zero. The goal is to teach a compact model to perform one useful job by learning from a stronger “teacher” model. That makes the work cheaper, quicker, and much more realistic for a school club, lab, or short course.

Why Is It So Hard for AI to Search and Find the Right Number in Excel?

If you've ever asked an AI assistant to look up a value in your spreadsheet and gotten back a confidently wrong answer, you're not imagining things — and it's not a random glitch. AI feels dumb with Excel because, under the hood, it is not doing cell-by-cell lookup the way Excel does. Instead, it is doing fuzzy pattern matching over text, which is great for language but terrible for finding exact numbers in specific rows and columns. That fundamental mismatch is exactly why AI keeps mixing and matching data that you, as a human, can see is obviously separate.

One Giant Dense Model or Mixtures of Experts?

Choosing between a single giant dense model and alternatives like Mixtures of Experts (MoE) or model merging is less about ideology and more about trade-offs: how much quality you can buy, how predictably you can run it, and how painful it will be to ship and maintain. Each approach can win depending on whether you care most about peak accuracy, serving cost, iteration speed, or operational simplicity.

How Do I Generate Random API Tokens From The Terminal?

API tokens are everywhere: personal access tokens, webhook secrets, session keys, “bearer” strings for internal tools, and one-off secrets you hand to a teammate for testing. When you need a strong random token quickly, the terminal is often the fastest and most dependable place to create it—no extra apps, no copy-pasting from questionable generators, and no waiting on a UI.

Understanding the BM25 Formula: A Practical Guide to Modern Information Retrieval

BM25 is one of the most widely used algorithms for ranking search results. It determines how relevant a document is to a query by analyzing term frequency, term rarity, and document length. Despite being developed decades ago, BM25 remains a foundation of modern search systems.

Can overtime produce high-quality code?

Overtime can feel like the quickest path to hitting a deadline. The hours add up, the commit count rises, and the team looks busy. Yet “more time at the keyboard” often leads to worse software. High-quality code is not just output—it’s clarity, correctness, maintainability, and safety over time. Long stretches of overtime work push directly against those goals.

When Should You Hire a Wealth Advisor?

Hiring a wealth advisor isn’t just for millionaires, and it also isn’t automatically a smart move the moment you start earning good money. The right time depends less on a single dollar amount and more on the complexity of your finances, the size of your investable assets, and what you need help with. Still, there are useful money thresholds that can guide the decision.

What Is a Printed Circuit Board?

Printed circuit boards (PCBs) are the physical platforms that hold and connect electronic parts. They appear in everyday products like phones, cars, medical devices, appliances, and industrial machines. Without PCBs, most electronics would be bulkier, less reliable, and harder to manufacture consistently.

What Is Reed–Solomon Error Correction?

When you scan a scratched CD, download a file over a weak signal, or read a QR code with part of it missing, something remarkable often happens: the data still comes back perfectly.One of the main reasons this works is a technique called Reed–Solomon error correction. Reed–Solomon (RS) codes don’t just detect errors. They are designed to reconstruct lost information, even when entire chunks are wrong or missing.

What Is LangChain?

LangChain is an open-source framework built to support applications that use large language models in structured, reliable ways. It focuses on turning raw model outputs into systems that can search data, use tools, and follow multi-step logic. Language models are powerful on their own, but real products rarely rely on a single prompt and a single answer. Most useful systems need memory, access to files or databases, and the ability to perform actions such as calculations or API calls. LangChain was created to organize those needs into a clear development framework.

Can AI Create and Edit a PPT File?

AI can create and edit PowerPoint (PPT) files by turning plain text, notes, or documents into structured slide decks, then refining design, layout, and wording with consistent formatting. It works through a mix of language processing (to plan the story) and design automation (to shape visuals). Below is a practical look at what AI can do, how the workflow typically runs, and what to watch for when you want a usable presentation rather than a rough draft.

How does RAG find the right context?

Retrieval-Augmented Generation (RAG) helps a language model answer with facts drawn from your own documents. Instead of relying only on what the model “knows,” it retrieves relevant text passages and then writes a response grounded in them. The key question is how it selects the right passages from a large collection during a conversation.

What are the most popular messaging apps worldwide?

Messaging apps have become a daily habit for billions of people. They replace SMS, support voice and video calls, and often act as hubs for communities, payments, and customer support. Popularity varies by country, but a handful of platforms dominate global usage.

How does AI debug code?

AI-assisted debugging has become a practical part of day-to-day programming. Instead of replacing developers, it acts like a sharp second set of eyes that can scan code, predict likely causes of failures, and suggest fixes faster than manual trial-and-error. It works best when paired with clear problem statements, good tests, and developer judgment.

How Can You Contact Bath and Body Works Customer Service in the USA?

If you are a Bath and Body Works shopper with questions or concerns, knowing how to get in touch with customer service can save you time and effort. This guide provides straightforward ways to reach their support team, with a focus on finding a direct phone number.

How Can I Contact Range Customer Service in the UK?

Finding the right way to contact customer service can be crucial when resolving issues or getting assistance. For Range, a popular retailer in the UK known for home appliances and cookware, contacting their customer service team directly can make a difference. This guide will provide you with the most straightforward ways to reach them, including their phone number and other helpful contact methods.

What Is a Cross Encoder?

In the field of natural language processing (NLP), various models help computers understand and interpret human language. One such model gaining prominence is the cross encoder. This article explores what a cross encoder is, how it functions, and its applications in NLP tasks.

What Is Semantic Search and How to Implement It?

Semantic search is transforming how search engines understand user queries and retrieve relevant information. Instead of matching keywords directly, it focuses on grasping the intent and contextual meaning behind the search. This article offers a brief overview of semantic search and provides a practical example with sample code.