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Featured insights from the AskHandle team.

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The Development of Artificial Intelligence: From Early Theory to Everyday Tools

2026-07-21 · Jim Shi · 3 min read

AI has developed from a theoretical idea into a practical technology used in search engines, customer service, healthcare, manufacturing, finance, and personal productivity. Its progress has not been a straight line. AI has experienced periods of excitement, disappointment, and renewed investment as researchers, businesses, and governments learned what machines could realistically do.

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July 13, 2026
AI Has Already Changed How We Shop
Annie Hayes · 3 min read
AI has already changed our shopping behavior, often in ways so smooth and familiar that many shoppers barely notice it happening. From product recommendations and search results to chat support, price tracking, personalized offers, virtual try-ons, fraud checks, and automated delivery updates, AI now shapes what we see, what we compare, what we trust, and what we eventually buy.
July 12, 2026
Why New LLMs Write Better Code Than Older LLMs
Elise Taylor · 3 min read
Newer large language models write better code because they have learned from broader training data, stronger feedback loops, improved reasoning methods, better tool use, and more focused evaluation. Older models could often complete simple snippets, explain common syntax, or produce boilerplate, but they struggled with larger tasks, hidden edge cases, dependency choices, and multi-step debugging. Modern models are not just better autocomplete systems; they are more capable programming assistants that can plan, revise, test ideas, and adapt to the style of a project.
July 11, 2026
Simple Ways to Improve Work Life Balance
Ben Larson · 3 min read
Work life balance is not about creating a perfect split between your job and personal life every single day. Some days will be busy, some weeks will feel heavy, and certain seasons may ask more from you than others. The real goal is to build a way of working and living that helps you stay productive without feeling constantly drained. Better balance comes from clearer priorities, stronger boundaries, healthier routines, and a willingness to make small changes before stress turns into burnout.
July 10, 2026
Should Regular Users Read AI Reasoning Text?
Jessy Chan · 3 min read
AI tools often seem more trustworthy when they show extra text about how they reached an answer. For a regular user, that can feel useful: more words may look like more care, more logic, and more honesty. Still, the text generated during an AI’s reasoning process is not always the best thing to read, and it may not give the clarity people expect. In many cases, users are better served by a clear explanation, a short summary of key factors, and a list of limits or assumptions behind the answer.
July 9, 2026
Build a Simple Chess AI with an LLM
Lillian Kim · 3 min read
A large language model can help you write a simple chess AI faster, especially if you treat it as a coding partner rather than a magic chess engine. You can ask it to generate code, explain board logic, create evaluation rules, test legal moves, and improve weak parts step by step. The best result comes from combining your own goals with clear prompts, small tasks, and steady testing.
July 8, 2026
How to Build an AI Agent That Remembers What It Found: Follow-Up Questions with Data Search
Dustin Collins · 3 min read
Use the Data Search node's hidden-context feature with a Dispatcher → Data Search → AI Answer flow to let your AI agent answer follow-up questions grounded in previously found data.
July 6, 2026
Claude Sonnet 5: What’s New and Why It Matters
Elise Taylor · 3 min read
Claude Sonnet 5 is Anthropic’s newest Sonnet model, and its biggest message is clear: this release is built less like a simple chatbot upgrade and more like a practical work engine for coding, agents, research, business tasks, and long-running projects. It keeps the Sonnet family’s familiar balance of speed, quality, and cost, while pushing harder into multi-step execution, stronger reasoning, larger context, and more reliable tool use.
July 5, 2026
Can AI Calculate Calculus?
Jessy Chan · 3 min read
Artificial intelligence can calculate calculus, explain many steps, check answers, generate graphs, and help students practice problems, but its accuracy depends on the tool, the prompt, and the difficulty of the task. Calculus involves limits, derivatives, integrals, series, optimization, and differential equations, and AI systems can handle many of these topics with impressive speed. Still, AI is not a perfect math authority. It can make algebra mistakes, skip key reasoning, or give a confident answer that is wrong. Used well, AI can be a powerful study partner for calculus, but it works best when paired with human judgment and careful checking.
July 4, 2026
Why Your Business Needs a WhatsApp Number
Billy Ewing · 3 min read
Customers expect quick, direct, and personal communication from the brands they choose. A business WhatsApp number gives your company a simple way to answer questions, share updates, support buyers, and build trust through a channel people already use every day. Whether you run a small shop, service company, online store, restaurant, agency, or local brand, having a dedicated WhatsApp number can make your communication cleaner, faster, and more professional.
July 3, 2026
SEO for AI-Driven Traffic
Elise Taylor · 3 min read
Traffic is no longer coming only from classic search result pages. Many users now ask ChatGPT, Gemini, and other AI assistants for product suggestions, definitions, comparisons, tutorials, local options, and buying advice. This shift changes how brands should think about SEO. The goal is not only to rank for blue-link searches, but also to become a trusted source that AI tools can summarize, cite, mention, or use when forming answers. The new SEO strategy is about clarity, authority, structured content, and being genuinely useful across the full customer journey.
July 2, 2026
Best Coding LLMs With Strong Reasoning in 2026
Billy Ewing · 3 min read
Coding assistants in 2026 are no longer judged only on whether they can produce a neat function from a prompt. The strongest models now need to plan across many files, inspect errors, revise patches, work with terminals, reason through architecture choices, and avoid brittle shortcuts. For developers, the best LLM is the one that can act like a careful pair programmer: strong enough to solve hard problems, cautious enough to question vague requirements, and practical enough to ship code that runs.
July 1, 2026
5 Platforms to Buy Virtual Phone Numbers for Business
Jessy Chan · 3 min read
Virtual phone numbers help businesses build a local presence, manage customer calls, send SMS messages, verify users, and support teams across different regions without opening a physical office in every location. Whether you are running a startup, contact center, SaaS company, online store, or international sales team, the right virtual number provider can make communication smoother and more flexible. Below are five platforms where you can buy virtual phone numbers, including Infobip and Twilio, with a clear look at what each one offers and who it may suit best.
June 30, 2026
What Is a Token in AI?
Dustin Collins · 3 min read
A token in AI is a small piece of text that a language model reads, processes, and uses to generate responses. When you type a question into an AI chatbot, the system does not see the text exactly the way you do. Instead, it breaks your words, punctuation, and sometimes parts of words into tokens. These tokens become the building blocks the model uses to predict what should come next, form sentences, answer questions, summarize text, translate languages, and carry out many other text-based tasks.
June 29, 2026
Why Computer Memory Got So Expensive in 2026
Dustin Collins · 3 min read
In 2026, RAM and storage prices stopped feeling boring and predictable. PC builders saw DDR5 kits jump, laptop makers raised prices, SSD deals became harder to find, and even older memory types became costly again. The reason was not one single shortage, factory fire, or shipping delay. It was a pileup of AI demand, limited chipmaking capacity, supplier pricing power, and a market that moved faster than consumer hardware brands could handle.
June 28, 2026
Turn Your Product Into a Story That Sells
Lillian Kim · 3 min read
A good marketing story does more than describe a product; it gives people a reason to care. Features can explain what your product does, but a story shows why it matters. When your product is wrapped in a clear, human, and memorable story, buyers can see themselves in the problem, the journey, and the result. That is where real interest begins.
June 27, 2026
How to Prevent Event Listener Leaks and Re-Attachment Bugs in JavaScript Apps
Nina Kimes · 3 min read
Single-page apps and JavaScript-heavy pages often rely on event listeners to make buttons, forms, menus, modals, tabs, and custom widgets feel responsive. The problem starts when those listeners are attached again and again without cleanup or guards. This can happen during route changes, component re-renders, partial page updates, hot module reloads, or when a browser restores a page from the back-forward cache, also known as bfcache. The result is frustrating: one click submits a form twice, one keypress opens two dialogs, scrolling becomes sluggish, and memory usage slowly grows.
June 26, 2026
How to Fix Scroll Position Restoration Problems in Dynamic Web Apps
Dustin Collins · 3 min read
Scroll position restoration sounds like a small browser feature until it breaks in a real web app: a user scrolls through a long list of products, search results, comments, or feed items, opens a detail page, then goes back expecting to land exactly where they left off. Instead, they land too high, too low, or the page jumps several times while content loads. This problem is common in modern apps because browsers try to restore the old scroll position before the page has fully rebuilt the same layout the user saw earlier.
June 25, 2026
Cloud Run for Vercel Sites: A Smart Backend Pairing
Emily Henderson · 3 min read
A site on Vercel is often excellent for front-end delivery, static pages, server-rendered routes, previews, and global deployment workflows, but many websites eventually need backend jobs that are heavier, longer-running, more private, or more flexible than the front-end platform should handle alone. Cloud Run is a managed service for running containerized applications without managing servers, and it can be a very useful companion for a Vercel website when you need APIs, background processing, webhooks, scheduled tasks, or custom backend logic that benefits from container control.
June 24, 2026
Create a Smooth CSS Marquee With Keyframes
Lillian Kim · 3 min read
A marquee effect is a simple moving strip of text or content that slides across part of a web page, often used for announcements, featured messages, partner logos, product highlights, or decorative motion. Older websites used the HTML `<marquee>` tag, but that tag is outdated and should not be used in modern projects. A better approach is to create the same effect with CSS animations and `@keyframes`, giving you more control over speed, direction, spacing, and style.
June 23, 2026
How to Handle Authentication and Session Expiration Mid-Navigation
Aria Singh · 3 min read
A common authentication problem happens when a user opens a protected page, leaves the browser idle, and later returns using the Back button, a saved tab, or browser history. The page may still appear to show a valid logged-in state because the browser restored cached HTML, JavaScript state, or client-side memory. In reality, the server session may have expired, the access token may no longer be valid, or the refresh token may have been revoked. The next API request then fails, leaving the user with broken buttons, empty tables, loading spinners, or confusing error messages instead of a clear path to sign in again.
June 22, 2026
How to Use Virtual Phone Numbers and Know Whether They Are Real Phone Numbers
Ben Larson · 3 min read
Virtual phone numbers, like the ones offered through services such as Infobip and Twilio, are phone numbers that work through cloud software instead of being tied directly to one physical phone line, SIM card, or desk phone. They can receive calls, place calls, send text messages, receive text messages, route conversations to apps, connect with call centers, and support automated workflows. The short answer is yes, they are real phone numbers in many practical ways, but they are not always used or managed the same way as the number attached to your personal mobile phone.
June 17, 2026
How Small Businesses Can Adopt AI Through WhatsApp First
Lillian Kim · 3 min read
Small businesses adopt new tools when those tools fit into work they already do, and WhatsApp is already part of daily business for millions of owners, staff, suppliers, and customers. For many small shops, service providers, restaurants, tutors, salons, repair teams, and local sellers, WhatsApp is not just a chat app. It is the front desk, order book, customer support channel, payment reminder system, and sales follow-up tool. That is why AI adoption for small businesses is likely to happen through WhatsApp before it happens through complex dashboards, standalone apps, or costly software platforms.
June 16, 2026
How to Grasp What Makes a GPU Work and Why Building One Is Hard
Alicia Gopin · 3 min read
A graphics processing unit, or GPU, is one of the most powerful chips inside modern computers, game consoles, phones, servers, and artificial intelligence machines. People often ask what the core of a GPU is, and whether making one is difficult. The short answer is that a GPU is built around many small processing units working together, supported by memory systems, schedulers, caches, command processors, and software drivers. Making a simple graphics chip is possible for students or hobbyists, but making a modern high-performance GPU is one of the hardest engineering challenges in computing.