The AskHandle Blog

RAG Systems and Document Limits: Is There a Ceiling?

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.

How Do Local Large Language Models Open New Opportunities for Privacy-Focused Businesses?

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.

Why is AI Good for Employee Training?

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.

What is an Enterprise AI Solution and What Does it Look Like?

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.

Roadmap to Build Your Own AI Coding Assistant Editor

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.

Is AI a Great Coding Assistant?

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.

Why Can’t LLMs Make Decisions for You?

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.

What Are the Biggest Costs of Running a Large Language Model Locally?

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.

Why Downloadable Large Language Models Can Be the Next Big Thing in AI

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.

What Is an SDK and Why Do SaaS Services Offer Them?

Software development kits, or SDKs, are important tools for programmers. They help create applications faster and with less effort. SaaS companies often provide SDKs to make their services easier to use and integrate.

Are AI Agents the Next Frontier in Generative Artificial Intelligence?

AI agents are quickly emerging as the centerpiece of the next phase in generative artificial intelligence, drawing major investment from leading technology companies. Unlike earlier AI models that primarily generated content or answered questions, these agents are designed to perform complex tasks autonomously, requiring minimal human intervention.

What Is the New Frontline of AI Battle Between Major Economies?

The competition over AI between the United States and China has entered a critical new phase, marked by a shift from purely technological rivalry to a broader contest over global influence, standards, and digital infrastructure. This competition now extends far beyond the development of AI models alone, encompassing control over AI adoption, regulatory frameworks, and the architecture of worldwide digital ecosystems.

What Is the Context Window for the Latest LLMs and What If My Text Is Longer?

Large language models (LLMs) are growing in power, but they still have clear limits. One of these is their context window—the chunk of text or tokens they can handle at one time. This article explains what a context window is, which models support the largest ones, and what to do if your input is too long.

What You Need to Know Before Signing a Digital Contract

Digital contracts are everywhere—from employment offers and lease agreements to business deals. They’re fast, convenient, and legally enforceable—if used correctly. But before you click Sign, it's important to understand the legal and technical foundations that make digital signatures valid—and the risks you need to avoid.

Sleeping at the Office: A Sign of Strength or Strain?

There’s a persistent image of the zealous startup founder, fueled by coffee and determination, whose dedication is absolute. This often includes the romanticized notion of sleeping at the office. It's often presented as the ultimate sign of commitment, proof of dedication, and an indicator that the company, especially a startup, is thriving. But does sleeping at the office truly serve as good leadership? And does it truly impress investors or signal a healthy, growing company?

The Secret Life of AI System Prompts

Recently, the tech world buzzed with the revelation that Anthropic's Claude 3 model uses a system prompt estimated to be around 24,000 tokens long. For context, that's equivalent to approximately 22,600 words. Forget a single sentence; this is a meticulous, multi-page operating manual for an AI. So, why would an AI need such an exhaustive set of instructions, and what does it mean for performance, cost, and the way you interact with these powerful models? Let's explore.

What is an API Token?

Ever wonder how different online services talk to each other securely? Or how an app on your phone can pull data from a popular website without you logging in every single time? The answer often involves something called an API token.

The Real Feeling of Good Software

We use software for nearly everything these days – from waking up to winding down, it's there. The apps on our phones, the websites we visit, the programs on our computers. They’re tools. And like any tool, how they feel to use makes a huge difference.

How can a Large Language Model search through a SQL database?

Large Language Models are powerful tools that can interpret and create human-like text. A common question is whether these models can directly access and query information stored in a SQL database. The answer is yes, with the right approach and engineering setup.

When Fiction Meets Reality: Dan Brown’s Origin and the AI Future That’s Already Here

In Origin (2017), Dan Brown introduced Winston, an AI assistant with charm, wit, and startling independence. At the time, it felt like a futuristic fantasy. But in 2025, with tools like ChatGPT and generative AI transforming everyday life, Winston seems eerily familiar. So how close is today's AI to Brown’s fictional vision?

What is Serverless Computing and How Does It Compare to Traditional Servers?

Developing web applications involves choosing how your code runs. Two popular methods are server-based hosting and serverless computing. This article will show you the differences, using Node.js projects on Heroku (server-based) and Vercel (serverless) as direct examples.

Do You Need a Website to Use an AI Chatbot?

Many people interested in creating or using AI chatbots wonder whether they must have a website to access or deploy these intelligent systems. The answer is no; you do not need a website to use an AI chatbot. There are several ways to interact with or deploy AI chatbots without a dedicated website. Let’s explore how you can do this and look at some simple code examples to understand the process better.

How Many Types of APIs Are There and What Are Their Differences?

When working with software development, you often hear the term API. APIs are a way for different software systems to communicate with each other. There are several types of APIs, each suited for different use cases. Understanding the common APIs protocols and how they differ can be very helpful in both development and choosing the right tool for your project. There are four main types of API protocols widely used today: REST, SOAP, GraphQL, and gRPC. Each has its own design principles, use cases, and strengths.

What is a REST API and Why Is It Useful?

When working with modern web applications, you often hear about APIs and how they help different software systems communicate. One of the most common types of APIs used today is called REST API. If you’re preparing for a tech interview or just want to understand how web services operate, understanding what a REST API is and why it’s useful can be very helpful.

What Types of Businesses Are Best Suited for Pay-Per-Click Advertising?

Pay-per-click (PPC) advertising is a popular online marketing strategy where businesses pay a fee each time their ad is clicked. It allows companies to appear prominently in search engine results or on social media platforms, targeting users actively searching for specific products or services. But which types of businesses benefit the most from PPC campaigns? Understanding this can help you prepare for tech interviews and craft effective digital marketing strategies.

What is Unsupervised Learning in AI?

Unsupervised learning is a type of machine learning where a computer system learns from data without being given specific instructions on what to look for. Unlike supervised learning, where models are trained on labeled data, unsupervised learning deals with data that has no pre-existing labels or categories. This allows the system to discover patterns, groupings, or structures in the data all on its own.

How Do API Layer Services Connect Diverse Systems So Easily?

Many software applications today offer Application Programming Interfaces, or APIs. These APIs allow different programs to talk to each other. Connecting these APIs can create powerful automated workflows. But making these connections directly often requires a lot of technical work. API layer services simplify this process.

What is a proxy server, and is it the best practice to use one?

A proxy server is a tool used on the internet to act as a middleman between your computer and the websites you visit. It can offer several benefits, but it also comes with some drawbacks. This article explains what a proxy server is and whether using one is a good idea.

What are Embeddings and How Do They Help AI Process Words?

Large language models, or LLMs, are AI systems that work with human language. They can write stories, answer questions, and translate text. For these models to do their job, they need a special way to process words. This is where embeddings come into play. Embeddings are a key part of how these AI systems make sense of language.

WebSockets vs REST API for Chat Widgets

ABuilding a chat widget? You’ll need to decide how messages get sent and received—WebSockets or REST API. One is real-time and always connected. The other is request-based and easier to manage.

Are You Allowed to Do Outbound SMS Campaign in the USA?

Running an outbound SMS campaign can be a quick and effective way to reach your customers. However, it's important to know the rules and regulations in the United States before you start sending mass text messages. Many businesses wonder if they can send SMS messages freely. The answer is yes, but with certain rules to follow. This article explains what you need to know about outbound SMS campaigns in the USA.

Why Are Pop Figures So Popular Among the New Generation?

Pop figures, also called Funko Pops, have become one of the most popular collectibles today. Young people love collecting these small, cute statues of their favorite characters from movies, TV shows, games, and more. But what makes these figures so appealing to the new generation? Let’s take a look at the main reasons behind their popularity.

Will You Lose All Photos in Google Photos If You Stop Paying?

Many users wonder what happens to their photos on Google Photos if they decide to stop paying for the service or cancel their subscription. This article explains what occurs, including the timeline and what you can do to keep your pictures safe.

Top Personal Communication Channels in the U.S. (2025 Edition)

In today’s hyper-connected world, how we message each other says a lot about our culture, devices, and even our age group. While social apps come and go, certain platforms dominate personal communication in the United States. If you're curious about what Americans are using to stay in touch — especially for person-to-person messaging — here’s a breakdown of the top personal communication channels in 2025.

How Can You Use AI to Practice and Improve Your Sales Pitch?

Practicing your sales pitch is key to closing deals and building strong relationships with clients. Traditionally, this involves rehearsing in front of mirrors, recording yourself, or practicing with colleagues. Now, artificial intelligence (AI) offers new ways to make this process more effective and engaging. These tools help you prepare, refine, and perfect your pitch so you can communicate more confidently and clearly.