Author: Carter

Liquid AI shipped LFM2.5-230M, it’s the company’s smallest model to date. The release targets a specific job: running agentic tasks on phones, robots, and automation devices. Both the base and instruction-tuned checkpoints are open-weight on Hugging Face. The pitch is narrow on purpose. This is not a general reasoning model. It is built for data extraction and tool use on edge hardware. TL;DR Liquid AI’s LFM2.5-230M is its smallest model yet: 230M params, open-weight, built on LFM2. Runs on-device at 213 tok/s on a Galaxy S25 Ultra and 42 on a Raspberry Pi 5. Beats larger models (Qwen3.5-0.8B, Gemma 3…

# Cyberpunk’s Vision of the Future: How Science Fiction Became Reality For decades, the sci-fi subgenre known as cyberpunk imagined a future of chrome-plated mercenaries, cyberspace cowboys, and hackers battling globe-spanning corporations. Four decades later, much of that future has arrived—just not in the way its creators expected. Brain-computer interfaces like Neuralink, AI-powered smart glasses, and increasingly sophisticated robotic prosthetics have begun bringing science fiction’s chrome-plated future into the real world. At the same time, a handful of technology companies, including OpenAI, xAI, Anthropic, Meta, and Google, now shape how billions of people communicate, work, and increasingly interact with artificial…

# Attackers Create Fake OpenAI Tenants to Trick Employees into Sharing Sensitive Data A new social engineering campaign is leveraging OpenAI’s legitimate invitation system to create fraudulent organizations that impersonate real companies, with the goal of luring employees into submitting confidential information through ChatGPT. ## The “Poisoned Tenant” Campaign Push Security has uncovered what it calls the “Poisoned Tenant” campaign, in which threat actors create OpenAI organizations bearing the names of legitimate companies and send invitations to actual employees of those firms. The invitations arrive directly from OpenAI’s official notification address, `noreply@tm.openai.com`, and pass standard email authentication checks, making them…

# When the Simplest Model Wins: Why Logistic Regression Beat XGBoost on Football Predictions We all share a new modelling reflex: reach for the model that wins. These days that’s gradient boosting, and the reflex is usually right — XGBoost earns its reputation on a staggering range of problems. So when one data scientist lined up five classifiers on the same task and the one-line linear model beat the Kaggle champion, the result was the kind that surprises exactly nobody who has shipped models on real data, and almost everybody still learning. Five classifiers, same task, same features: predict whether…

# Should You Claim Social Security Early Amid Trust Fund Concerns? Key Factors to Consider The latest Social Security Trust Fund report has sparked concern among retirees and those approaching retirement age. With projections suggesting that the trust fund could be depleted as soon as 2032, many people are wondering whether they should begin claiming benefits as soon as possible or wait for the maximum payout. Thiago Glieger, a certified financial planner with RMG Advisors, shared essential insights to help people weigh this critical decision. ## Facing a Shortfall, Not a Shutdown While the news can be unsettling, Glieger emphasized…

# HeyPolo vs. Life360: Which Location-Sharing App Is Right for Your Family? Most of us now have a smartphone, and in the interest of safety, some parents are providing their children with devices at a young age. Location-sharing apps have risen in popularity as a way to track the location of family and friends, pinpoint where your loved ones are on a map, and receive alerts when specific destinations are reached. They may also provide features such as SOS alerts, emergency calls, and driver behavior tracking. However, these apps can also raise privacy concerns. They may have processes running quietly…

# Why a Thermal Camera Could Be the Best Tool You Don’t Own Yet **Thermal cameras don’t have to cost thousands, and they give you a genuine money-saving superpower.** I’ve always been a tool person. One of my earliest memories involves playing with plastic tools alongside my grandpa, and I’ve maintained a toolbox since my early teens. Over the years, hand tools have increasingly given way to power tools, and more recently I’ve added some more exotic items to my kit — things like laser rangefinders and laser levels (yes, I have a thing for lasers, too). But one of…

# South Korea’s KOSPI Sounds the Alarm: AI Chip Trade Becomes Central Risk Factor for Global Markets South Korea’s benchmark stock market index, the KOSPI, triggered its second circuit breaker in a single week as turmoil in the AI chip sector sent shockwaves through equities worldwide, dragging down Wall Street, Tokyo, and Tokyo-listed SoftBank in a cascading global selloff. Friday’s dramatic 8.19% intraday plunge forced a 20-minute trading halt and marked the clearest signal yet that exposure to AI chip stocks has become the dominant risk factor driving global equity markets. ## What Triggered the Latest KOSPI Halt A circuit…

# The Structural Weakness in Digital Identity: Why Authentication Must Move From Probabilistic to Deterministic For decades, digital identity systems have relied on a simple assumption: if someone can access an email account, receive a text message, or approve a login request in an app, they must be who they claim to be. On that assumption, organizations built financial platforms, enterprise systems, and digital approval workflows that move trillions of dollars each year. But those systems were designed for convenience—not for adversarial environments. As cybercrime evolves and AI-powered impersonation accelerates, security leaders are confronting a structural weakness in how identity…

# Benjamin Franklin’s Forgotten Legacy: The Art of Prevention and Why It Remains Invisible When most people think of Benjamin Franklin, they picture a kite flying in a thunderstorm or a diplomat negotiating the foundations of a new nation. But according to Dr. Barry Davis, Professor Emeritus of Public Health at the University of Texas School of Public Health and author of *The Preventioneers: Diseases, Disasters, and the Discoveries that Changed Our World*, Franklin’s most enduring contribution may be something far more fundamental — the idea that a free society survives by acting before problems become crises. ## The Birth…