AskHandle Blog

Featured insights from the AskHandle team.

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RAG Systems and Document Limits: Is There a Ceiling?

June 9, 2025 · Nina Kimes · 3 min read

Retrieval Augmented Generation (RAG) offers a powerful way to enhance large language models (LLMs) by providing them with external information. This approach directly addresses questions about context window limitations and the number of documents a system can handle. A frequent question for developers and businesses building AI applications is whether a practical limit exists for the number of documents RAG can search.

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June 8, 2025
Harnessing the Power of M1 and M2 MacBooks for Machine Learning
Elise Taylor · 3 min read
Apple's M1 and M2 chips have turned MacBooks into powerful machines suitable for demanding tasks like machine learning (ML). These chips deliver excellent performance and efficiency, offering a solid platform for developers, data scientists, and enthusiasts interested in ML projects.
June 8, 2025
How Do Local Large Language Models Open New Opportunities for Privacy-Focused Businesses?
Billy Ewing · 3 min read
In recent years, large language models (LLMs) have become a significant part of many technology applications. These models can understand and generate human-like text, making tasks like customer service, content creation, and data analysis easier. But as these models grow more powerful, issues around privacy and data security also come into focus. This is where local large language models are starting to make a difference, creating fresh chances for businesses that prioritize privacy.
June 8, 2025
20 AI buzzwords for Beginners
Nicole Davids · 5 min read
AAI is a popular topic today. Understanding these 20 buzzwords will help you converse confidently about AI.
June 7, 2025
Why is AI Good for Employee Training?
Dustin Collins · 3 min read
Employee training is a key part of running a successful business. It helps workers learn new skills, stay updated with changes, and improve performance. Traditional training methods like classroom sessions or printed manuals can be time-consuming and sometimes ineffective. Artificial Intelligence (AI) offers a fresh way to improve training programs. It can make learning more engaging, flexible, and personalized. This article will explain why AI is beneficial for employee training.
June 7, 2025
Can I Cold Email Someone? Is It Considered Spam?
Dustin Collins · 3 min read
Sending a well-crafted email can sometimes lead to it ending up in the spam folder. Cold emailing is a common practice in business and networking. It involves reaching out to someone you do not know to start a conversation or pitch an idea. While this strategy can be effective, distinguishing between a legitimate cold email and spam is important.
June 7, 2025
Adding HTTPS to Your AWS Beanstalk App
Junjie Shi · 3 min read
You've deployed your application to AWS Elastic Beanstalk, but it's currently only accessible via HTTP. This guide will help you secure your app and enable HTTPS on your domain.
June 6, 2025
What is an Enterprise AI Solution and What Does it Look Like?
Jessy Chan · 5 min read
Businesses today often seek ways to use artificial intelligence to improve their work. An enterprise AI solution is AI technology specifically built and used within a company to solve its unique problems and make its operations better. This is different from general AI tools you might find for personal use.
June 6, 2025
The Simplest Method to Deploy a Python Flask App on AWS
Junjie Shi · 3 min read
Deploying your Python Flask web application on Amazon Web Services (AWS) has never been easier with the use of AWS Elastic Beanstalk. AWS offers a comprehensive set of services, allowing you to launch your Flask app seamlessly to the web. This guide will walk you through the process step by step, ensuring a smooth deployment. For example, you can use this gude to deploy AskHandle widget as an independent web app on AWS.
June 6, 2025
Setting Up PyTorch: A Beginner's Guide
Alicia Gopin · 3 min read
Welcome to the exciting world of PyTorch! Whether you’re dipping your toes into machine learning or you're a seasoned data scientist, setting up PyTorch on your computer can be a breeze, and it opens the door to a universe of possibilities for building artificial intelligence models. In this article, I will guide you through each step of installing PyTorch on your machine. Let's get started and ignite your AI journey!
June 5, 2025
Roadmap to Build Your Own AI Coding Assistant Editor
Dustin Collins · 3 min read
Creating an AI-powered coding assistant editor means blending a robust text editor with intelligent AI capabilities. You'll be leveraging various coding tools and designing a seamless user experience. Here's how you can approach this exciting project.
June 5, 2025
10 Reasons Why Chat Design Impacts User Experience and Engagement
Dustin Collins · 3 min read
A well-designed chat interface can significantly enhance how users interact with your product or service. Good design fosters engagement and satisfaction, while poor design can lead to frustration and loss of interest.
June 5, 2025
Can AI Become Our Office Buddies?
Nick Kljaic · 5 min read
Do you ever feel like you're drowning in emails? Do reports, presentations, and proposals keep you up at night? You're not alone! Many office workers struggle with the constant pressure of written communication. Let's be honest, crafting the perfect email to your boss or summarizing a complex project in a concise report can feel like climbing Mount Everest. What if you had a tireless assistant, available 24/7, to help you write clear, concise, and professional content? This is where the magic of Artificial Intelligence comes in!
June 4, 2025
Is AI a Great Coding Assistant?
Jessy Chan · 3 min read
Building applications once required a lot of specific knowledge and time. Today, AI tools are changing how people write code and create software. These tools make the work quicker and simpler for many.
June 4, 2025
What Is Personalized AI Experience?
Dustin Collins · 5 min read
Have you ever opened your phone to a newsfeed overflowing with articles about cat videos (because, let's face it, who doesn't love kittens?), or found your music streaming service suggesting a playlist that perfectly matches your workout mood? It's not magic, but a clever technology called personalized AI experiences.
June 3, 2025
Why Can’t LLMs Make Decisions for You?
Billy Ewing · 3 min read
Large Language Models (LLMs) are powerful tools that can generate text, answer questions, and provide suggestions. They have become popular for helping with many tasks. But when it comes to making decisions, they often fall short. LLMs tend to stop at offering advice or give random answers instead of making clear choices. This article explains why that happens.
June 3, 2025
Do You Need a Windows Computer to Run LLaMA?
Vitalii Sventyi · 5 min read
When it comes to state-of-the-art AI models, LLaMA has been making waves in the tech community. With the ever-expanding capabilities of AI, many individuals and businesses are eager to explore what these advanced tools can offer. A common question that pops up is whether a Windows computer is necessary to dive into the world of LLaMA. Let's explore this topic and uncover some interesting facets of operating systems and AI compatibility.
Jun 3, 2025
5 steps to create Customer Journey Mapping
Nicole Davids · 5 min read
Are you looking to understand customer demands? What does your customer require for a better buying experience? Customer journey mapping visually represents the interactions between customers and a business, showcasing customer engagement with various touchpoints.
June 3, 2025
10 Tips for Gorilla Marketing
Elise Taylor · 3 min read
Gorilla marketing is all about making a big impact with little effort and budget. It’s not just for big companies with loads of money to spend on advertising. Small businesses, startups, and even solo entrepreneurs can use these strategies to get noticed. Here are 10 tips that can help you master the art of gorilla marketing.
June 2, 2025
What Are the Biggest Costs of Running a Large Language Model Locally?
Ben Larson · 3 min read
Running a large language model (LLM) locally can be appealing for some organizations, but it also comes with significant costs. Without relying on cloud services, the expenses primarily fall into hardware, electricity, maintenance, and operational staff. This article breaks down the main costs involved in running an LLM locally.
June 2, 2025
How To Write A Formal Email?
Billy Ewing · 5 min read
Email has become a cornerstone of communication. An impeccably written formal email can set the tone for successful business interactions. Whether you are reaching out to a prospective employer, communicating with a client, or discussing important matters with colleagues, knowing how to craft a formal email is an essential skill.
June 2, 2025
Getting Started with TikTok Marketing
Lillian Kim · 3 min read
Are you looking to boost your brand's visibility and connect with a younger audience? TikTok is the place to be! This video-sharing platform is one of the fastest-growing social media networks, and it provides immense opportunities for businesses to market their products and services. Ready to jump in? Here's a step-by-step guide to get you started with TikTok marketing.
June 1, 2025
Why Downloadable Large Language Models Can Be the Next Big Thing in AI
Nina Kimes · 3 min read
The arrival of downloadable large language models (LLMs) that run directly on personal devices or local servers is changing how AI can be used. Unlike cloud-based AI services, these local LLMs operate without needing constant internet access, giving users and businesses new levels of control, privacy, and flexibility. This shift opens up fresh opportunities for developers and companies to build smarter, faster, and more customized AI-powered solutions.
June 1, 2025
Why Large Language Models Sometimes Become Lazy in Generating Content?
Steven Moore · 3 min read
Large Language Models (LLMs), such as OpenAI's GPT-4, have become powerful tools in natural language processing. They can generate human-like text, understand context, and perform various tasks from translation to summarization. However, users often notice that these models sometimes produce lazy content—responses that may seem repetitive, overly simplistic, or lacking depth. This phenomenon can be perplexing, given the models' capabilities. In this article, we will explore the reasons behind this laziness and how it can be mitigated.