Can Your AI Actually Use a Computer? A 2025 Map of Computer‑Use Benchmarks

If you’ve seen “computer-use agents”, you’ve noticed two facts: 1. Every new model is “SOTA” on something. 2. Almost none of those numbers line up. OSWorld, CUB, Web Bench, Westworld, REAL, Mind2Web, ScreenSpot, GroundUI, Showdown-Clicks, WebClick… plus a dozen vendor-run leaderboards. It feels more and more like early web frameworks. Too many options and not … Read more

The Rise of Centralized IAM: Managing Identities in a Digital World

Cybersecurity technologies are evolving fast, particularly centralized Identity and Access Management platform. In an era where almost everything poses a security risk, you simply can’t afford to have any doubts about security. There’s a lot of information circulating about centralized IAM, and it’s easy to fall for some myths. We’re not just talking about employees … Read more

The Next Phase of Web3 Will Not Look Like Web3

For years, Web3 has been introduced with big promises. Own your assets. Break free from centralized platforms. Let the internet become a place where users hold the power. It all sounded ambitious and a little rebellious. Yet if you ask most people what Web3 looks like today, the answer is simple: trading crypto on screens … Read more

Google’s Quantum Leap is the Blueprint for a Discovery Engine

Google’s Quantum AI team just dropped a bombshell. Their Willow quantum processor performed a calculation that would have taken Frontier, the world’s most powerful supercomputer, an estimated 47 years to complete. This isn’t just another quantum supremacy headline. This is different. This was a verifiable result for a scientifically simulating the complex dynamics of a quantum system. … Read more

A Builder’s Guide to Modern Data Platforms

Prologue It’s 5:37 a.m., and I’m jogging through Arbour Heights in Seattle. It’s the holiday season, and I’m surrounded by architectural diversity—townhouses, detached houses, condominiums, coffee shops, and stunning modern homes. In some areas, the remnants of demolished structures starkly contrast with those awaiting renovation and revival. After my run, under the cold stream of a … Read more

Signing Messages in Symfony 7.4: A Deep Dive

Security in distributed systems is often a game of layers. We secure the transport (TLS), we secure the infrastructure (firewalls, VPCs), and we secure the application access (Voters, ACLs). But when it comes to the Messenger component — the beating heart of many modern Symfony applications — there has always been a subtle gap. Once a message … Read more

Aseem H. Salim: Redefining the Future of Retail Intelligence Through Advanced POS Engineering & Data

Aseem H. Salim is transforming global retail infrastructure through advanced POS engineering, AI-driven automation, and systems that cut wait times, reduce waste, and enhance payment security. His innovations bridge legacy and modern platforms, bring machine learning to checkout, and power thousands of stores with scalable, data-driven retail intelligence.

AI Tools Show Promise in Helping Instructors Understand Student Design Work, Study Finds

Table of Links Abstract and 1. Introduction Prior Work and 2.1 Educational Objectives of Learning Activities 2.2 Multiscale Design 2.3 Assessing Creative Visual Design 2.4 Learning Analytics and Dashboards Research Artifact/Probe 3.1 Multiscale Design Environment 3.2 Integrating a Design Analytics Dashboard with the Multiscale Design Environment Methodology and Context 4.1 Course Contexts 4.2 Instructor interviews … Read more

Ethereum (ETH) Whales Expand Their Portfolio as This New Crypto Coin’s Presale Phase 6 Hits 95% Sold

Ethereum (ETH) has been retracing sharply, and its approach toward multi-year support zones has prompted renewed activity among larger holders. The token has been revisiting areas that shaped major reversals between 2021 and 2025, and this shift has coincided with an aggressive accumulation trend among whales searching for what crypto to buy now before broader … Read more

Multiscale Design Analytics Offer Insight Into Students’ Creative Processes

Table of Links Abstract and 1. Introduction Prior Work and 2.1 Educational Objectives of Learning Activities 2.2 Multiscale Design 2.3 Assessing Creative Visual Design 2.4 Learning Analytics and Dashboards Research Artifact/Probe 3.1 Multiscale Design Environment 3.2 Integrating a Design Analytics Dashboard with the Multiscale Design Environment Methodology and Context 4.1 Course Contexts 4.2 Instructor interviews … Read more

Everything You Need to Know to Master Server-Sent Events (SSE) in Symfony 7.4

I often see teams reach for WebSockets (via Socket.io or Pusher) when they simply need to update a UI with server-side state changes. While WebSockets are powerful, they are often overkill. If your requirement is unidirectional (Server → Client) — like stock tickers, progress bars, or notification feeds — Server-Sent Events (SSE) is the protocol you should master. SSE … Read more

Grothendieck, Equality, and the Trouble with Formalising Mathematical Arguments

:::info Author: KEVIN BUZZARD ::: Table Of Links Abstract Acknowledgements & Introduction 2. Universal properties 3. Products in practice 4. Universal properties in algebraic geometry 5. The problem with Grothendieck’s use of equality. 6. More on “canonical” maps 7. Canonical isomorphisms in more advanced mathematics 8. Summary And References Abstract We discuss how the concept … Read more

Profound vs Ahrefs: When Visibility Goes Beyond Backlinks

Everyone in SEO worships Ahrefs — and rightly so. It’s the industry’s go-to for backlink analysis, keyword research, and seeing exactly how much traffic your competitor’s blog gets for that weird long-tail query from 2018. But if you zoom out a little, you’ll realize something: brand visibility today isn’t just about backlinks or SERPs. It’s … Read more

The Invisible Line Item: Why Pollution Is Missing From Every Balance Sheet

The Invisible Cost: Pollution as the Missing Line Item Every profitable company has a balance sheet. Assets. Liabilities. Equity. Revenue. Expenses. But there’s one line item that’s been missing for centuries: the cost of pollution. This isn’t an oversight. It’s a fundamental flaw in how we account for value. And it’s not just about corporations—it’s … Read more

Earth Cleaning Technologies: The Current R&D Status and Why We’re Still Losing the Race

The Paradox: We Can Clean Earth, But We Don’t Imagine if you could reverse decades of pollution. Remove billions of tons of CO₂ from the atmosphere. Clean millions of square kilometers of ocean. Restore forests at scale. The good news? We can. The bad news? We’re not doing it fast enough. The technologies exist. Research … Read more

What 10 PB of Cold Data Really Costs in AWS, GCP, Azure vs Tape Over 20 Years

What a 10 PB, 20-year archive really costs in AWS/GCP/Azure vs a tape-backed object store Why long-term preservation is back on the board agenda Most cloud bills started life as rounding errors. A few terabytes here, a backup bucket there, a “just in case” archive for compliance. It looked cheap, flexible, and—critically—someone else’s problem. Fast-forward … Read more

You’re a Business, Man: How Blogging Builds Authority, Opportunity, and Income

If you’re a writer looking to sharpen your skills, grow your audience, and turn passion into career opportunities, HackerNoon’s new Blogging Fellowship Course was built for you. We designed it for both beginners and seasoned writers who want to level up – whether that means learning to tell better stories, mastering SEO and self-promotion, or … Read more

How Smarter Systems Speed Up Loan Processing for Rural America

Efficient loan processing is vital for farmers who rely on timely credit to plant, repair equipment, or keep rural businesses running. This piece follows Karthik Chakravartula’s journey at Farm Credit Bank of Texas, showing how smarter CRM workflows, automation, and streamlined systems cut delays, reduce costs, and ensure loans reach farmers and small-town communities when … Read more

Building a Petabyte-Scale Web Archive

In an engineer’s ideal world, architecture is always beautiful. In the real world of high-scale systems, you have to make compromises. One of the fundamental problems an engineer must think about at the start is the vicious trade-off between Write Speed and Read Speed. Usually, you sacrifice one for the other. But in our case, working … Read more

3 Simple Python Tests to Check Your Web App’s Authentication Security

One of the most common vulnerabilities in a web application is misconfigured authentication, including code errors that allow unauthenticated people to query data. You might think that your application is secure, but every application has bugs, especially as the application codebase continues to expand. Open API endpoints and misconfigured access controls are two common reasons … Read more