Month: May 2025
Where Glitch Tokens Hide: Common Patterns in LLM Tokenizer Vocabularies
Table of Links Abstract and 1. Introduction Methods 2.1 Tokenizer analysis 2.2 Indicators for detecting under-trained tokens and 2.3 Verification of candidate tokens Results 3.1 Effectiveness of indicators and verification 3.2 Common observations 3.3 Model-specific observations Closed-source models Discussion, Acknowledgments, and References A. Verification details B. A short primer on UTF-8 encoding C. Outputs for … Read more
How Many Glitch Tokens Hide in Popular LLMs? Revelations from Large-Scale Testing
Table of Links Abstract and 1. Introduction Methods 2.1 Tokenizer analysis 2.2 Indicators for detecting under-trained tokens and 2.3 Verification of candidate tokens Results 3.1 Effectiveness of indicators and verification 3.2 Common observations 3.3 Model-specific observations Closed-source models Discussion, Acknowledgments, and References A. Verification details B. A short primer on UTF-8 encoding C. Outputs for … Read more
Solana Block Traders See SOL Extending Gains, Surpassing $200 by End-June
SOL, the native cryptocurrency of the Solana programmable blockchain has staged a sharp four-week rally, surging 85% since April 7 — more than double the pace of bitcoin (BTC) — and large options traders are positioning for further gains. The token climbed to around $176 in recent days as crypto and traditional markets embraced a … Read more
Comprehensive Detection of Untrained Tokens in Language Model Tokenizers
:::info Authors: (1) Sander Land, Cohere s(ander@cohere.com); (2) Max Bartolo, Cohere (max@cohere.com). ::: Table of Links Abstract and 1. Introduction Methods 2.1 Tokenizer analysis 2.2 Indicators for detecting under-trained tokens and 2.3 Verification of candidate tokens Results 3.1 Effectiveness of indicators and verification 3.2 Common observations 3.3 Model-specific observations Closed-source models Discussion, Acknowledgments, and References … Read more
Tech stocks look set to jump as U.S. and China pause reciprocal tariffs
U.S. tech stocks, along with the broader stock markets, seemed ready to start the day with a high, as the United States and China on Monday agreed to temporarily cut reciprocal tariffs for 90 days. Per the deal, reached in Geneva, the U.S. would temporarily shelve the 145% reciprocal tariff on goods imported from China, … Read more
Ethereum flips Coca-Cola and Alibaba as ETH gains 42% in 5 days
Ether’s market capitalization surged 42% in five days following the successful launch of Ethereum’s Pectra upgrade on its mainnet. On May 12, the company data tracker 8marketcap showed Ether (ETH) surpassing Coca-Cola and Alibaba, ranking as the world’s 39th-largest asset by market capitalization. ETH was trading at about $2,550 at publication time, with a market … Read more
Stablecoins Will Expand Beyond Crypto Trading, Become Part of Mainstream Economy, Citi Predicts
The stablecoin market could soon eclipse the entire crypto trading ecosystem that gave birth to it as regulatory tailwinds allow for the integration of the fixed-value tokens into the mainstream economy, according to predictions from global bank Citi. Above and beyond their role as tokenized cash for the crypto trading community, stablecoins — digital tokens … Read more
What is social engineering in crypto (and how to protect yourself)?
Social engineering in crypto, explained In the world of cryptocurrency, security goes beyond just protecting your wallet with a password or private key. One of the most deceptive and increasingly dangerous threats to crypto users today is social engineering. While you might think of cyberattacks as highly technical affairs, social engineering manipulates the most vulnerable … Read more
Crypto custodian BitGo secures MiCA license in Germany
Goldman Sachs-backed cryptocurrency custody firm BitGo has become the latest cryptocurrency company to secure regulatory approval to operate across the European Union. Germany’s financial regulator, the Federal Financial Supervisory Authority (BaFin), granted BitGo Europe a Markets in Crypto-Assets Regulation (MiCA) license to provide digital asset services in the EU, the firm announced on May 12. … Read more
Google’s AI image-to-video generator launches on Honor’s new phones
My cat Noodle, brought to life with an unsettlingly large, humanlike tongue. Chinese phone manufacturer Honor has launched an image-to-video AI generator powered by Google, before it’s available to Gemini users. It will be available first for anyone who buys the Honor 400 or 400 Pro phones, which launch next week on May 22nd. The … Read more
How Aleph Cloud Helped HyperSwap Mitigate a DDoS Attack and Save Millions in Cryptocurrencies
On the night of May 5th to 6th, HyperSwap was hit by a massive DDoS attack that impacted both their website and application. As HyperSwap was already using some of our cloud solutions, we quickly stepped in to support them migrating their front-end and redirecting the attack traffic to mitigate its effects. TL;DR Implemented a … Read more
Bitcoin set for $150K BTC price rally as US, China agree to slash tariffs
Key takeaways: Bitcoin broke above $105,700 after the US and China agreed to slash tariffs. A confirmed bull flag breakout on the weekly chart projects a $150,000. Bitwise’s sentiment index warns of potential short-term overheating. Bitcoin (BTC) bulls cheered a major development in the ongoing US-China tariff talks, with the cryptocurrency climbing over the $105,700 … Read more
The Odin Project’s Chess Game Took Me Weeks to Finish—And I’d Still Do It Again
Hey everyone! It’s been a while since my last article, as life got pretty busy after wrapping up my Connect Four project. Anyway, I’ve been making slow but steady progress on the Chess Game, which is the final Ruby project from The Odin Project’s curriculum. Honestly, it’s been quite the journey: fun, massive, intense, and … Read more
Windsurf Shakes Up AI Coding Tool Market With Generous Free Tier and GPT-4.1 Access
What’s happened: Windsurf’s Offering Revamp In April 2025, Windsurf (formerly Codeium) rolled out significant pricing updates that made waves in the developer community. First, the company provided OpenAI’s o4-mini and GPT-4.1 (equipped with 1 million token context window) freely available to all users for a 2-week time period. Immediately after this free trial period, on … Read more
Can you stake Bitcoin (BTC)? Here’s what you need to know
Key takeaways Though Bitcoin doesn’t support native staking, holders can earn yield through centralized lending platforms, Wrapped Bitcoin (WBTC) on Ethereum, and Bitcoin-related networks like Babylon and Stacks. WBTC allows BTC holders to participate in lending, liquidity pools and yield farming on Ethereum-based DeFi platforms like Aave and Curve but introduces bridge and smart contract … Read more
DIY Chatbots Like It’s 2021: A Python Throwback Tutorial
Hello people! Ever since ChatGPT was released in 2022, I’m sure not a lot of developers have tried to build their own, small chatbots without using APIs or integrating LLMs. That got me thinking— do they even remember how we used to build the world’s simplest chatbots for fun, back then? Maybe. Maybe not. But … Read more
The Top 5 Cybersecurity Podcasts to Look Out for In 2025
Keeping yourself informed on cybersecurity trends isn’t optional—it’s a necessity. But let’s be real, not everyone has the time to sift through lengthy reports or research papers. That’s where podcasts fill in. Here are the top 5 cybersecurity podcasts you should begin listening to immediately! Prefer watching instead of reading? Here’s a quick video guide … Read more
US and China slash tariffs
The pause aims to provide time for further trade negotiations. The United States and China have mutually agreed to a 90 day reduction on tariffs implemented in April, marking a significant attempt to de-escalate the trade war between the world’s two largest economies. The deal was hashed out by US and Chinese officials in Geneva … Read more
South Koreans Bet Big on XRP, Dogecoin as Easing Trade War Fuels Risk Taking
Retail traders in South Korea are piling into XRP and dogecoin (DOGE) in a sign of returning risk-on sentiment among speculative traders. Trading volumes of the two tokens on local exchanges crossed bitcoin (BTC) and ether (ETH) in the past 24 hours. The surge comes amid renewed risk-on sentiment across crypto and equity markets as … Read more
Microsoft Is Making a Push For Passwordless
Passwords are ubiquitous — from email and social media to banking and work accounts. But let’s face it: passwords are annoying. They’re difficult to recall, easy to forget, and not very secure. That’s why Microsoft is making a significant leap by making passwordless authentication the norm for all new Microsoft accounts. In this blog post, … Read more
WhatsApp Encrypts Your Messages—But What About the Backups?
End-to-end encryption (E2EE) is usually touted as the best method to secure our messages and information. Signal, WhatsApp, and other apps feature E2EE as a means to guarantee nobody—not hackers, not the app developers, nor even governments—can access your messages. What if there exists a loophole that quietly bypasses this robust security? That loophole is … Read more
A Good Understanding of Open Redirect Vulnerability Can Help You Stay Safe Online
Have you ever clicked on a link believing you were heading to one website, only to discover yourself somewhere entirely different? If so, you’ve had what may be the consequence of an open redirect vulnerability. It may appear to be a little trick or a glitch, but this kind of problem can be an entry … Read more
AI Has Become My Co-Founder
This article is based on my experience building Linkeme.ai, a platform helping professionals maintain their digital presence through AI-driven content creation and publishing. :::info I am the CEO & founder of Easylab AI and Linkeme.ai, both of which are referenced in this article. ::: When people ask me how I built Linkeme.ai, I usually tell them … Read more
Building Reusable Components in React: Best Practices and Patterns
React is one of the most popular JavaScript frontend libraries. It helps developers to build a friendly user interface with the help of component-based architecture. The components of React are flexible, independent, and reusable which makes the user interface more maintainable and scalable. However, it depends on developers to build components that are clean and … Read more
Your Quickstart Guide to Building Apps With React Expo
If you want to know about app development, this beginner’s guide is for you to know the available app building options. In case you want to develop a mobile app very quickly for Android or IOS, this is the guide for you. I’ll explain common methods of developing a mobile app and how you can … Read more
AI Might Soon Watch Your Login Attempts the Blade Runner Way
Do you sleep well knowing your ever-expanding password arsenal protects your bank app, your work account, Steam, and whatever else makes up your digital life? You think you are safe with two-factor authentication and all that jazz. Only careless people get hacked, right? They’re the ones whose accounts get hijacked for who-knows-what, while you? You … Read more