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Event Horizon Labs (YC W24) Is Hiring

At Event Horizon Labs, we’re building an autonomous system that turns raw compute and data directly into alpha, executing without the friction or bias of human emotion. What You’ll Build High-Concurrency Pipelines Architect infrastructure that seamlessly handles thousands of concurrent requests , ensuring consistent performance even at peak load. Architect infrastructure that seamlessly handles , ensuring consistent performance even at peak load. Robust, Fault-Tolerant Systems Build reliabl

Best Home Security Systems for Renters in 2025: Compact and Movable

Is it easy to add more sensors to the security system? Does it support add-ons like cameras or smart locks if you ever want to expand? Does the system integrate with your preferred smart home platform, such as Amazon Alexa, Google Assistant, or Apple HomeKit? Can it work with third-party smart home devices? Is the app easy to use and intuitive for first-timers? Does it make setup easy? Can you quickly arm or disarm the system from the app? Does the security kit come with basic sensors for fro

Magical systems thinking

The systems that enable modern life share a common origin. The water supply, the internet, the international supply chains bringing us cheap goods: each began life as a simple, working system. The first electric grid was no more than a handful of electric lamps hooked up to a water wheel in Godalming, England, in 1881. It then took successive decades of tinkering and iteration by thousands of very smart people to scale these systems to the advanced state we enjoy today. At no point did a single

Magical Systems Thinking

The systems that enable modern life share a common origin. The water supply, the internet, the international supply chains bringing us cheap goods: each began life as a simple, working system. The first electric grid was no more than a handful of electric lamps hooked up to a water wheel in Godalming, England, in 1881. It then took successive decades of tinkering and iteration by thousands of very smart people to scale these systems to the advanced state we enjoy today. At no point did a single

Spiral

I've been building data systems for long enough to be skeptical of “revolutionary” claims, and I’m uncomfortable with grandiose statements like “Built for the AI Era”. Nevertheless, AI workloads have tipped us into what I'll call the Third Age of data systems, and legacy platforms can't meet the moment. Three Eras of Data Systems In the beginning, databases had human-scale inputs and human-scale outputs. Postgres—the king of databases, first released in 1989[1] —is the archetypal application d

Bluesky Launches Age Verification in Select States

If you live in two particular states, you'll need to verify how old you are to stay on the site. Bluesky, the funky, semi-decentralized Twitter spin-off, is rolling out age verification systems to comply with new regulations instituted in Europe and parts of the U.S. On Wednesday, the platform announced that it was expanding its verification systems in South Dakota and Wyoming. The United Kingdom’s Online Safety Act created new requirements for platforms that want to operate within its borders

Type checking is a symptom, not a solution

What if the programming industry’s decades-long obsession with type checking is solving the wrong problem entirely? What if our increasingly sophisticated type systems—from Haskell’s category theory to Rust’s borrow checker—are elaborate workarounds for fundamental architectural mistakes we’ve been making since the beginning? The software industry has convinced itself that type checking is not just useful, but essential. We’ve built entire programming languages around the premise that catching

Qualcomm teams up with BMW for hands-free driving

is transportation editor with 10+ years of experience who covers EVs, public transportation, and aviation. His work has appeared in The New York Daily News and City & State. Posts from this author will be added to your daily email digest and your homepage feed. Qualcomm is joining forces with BMW on a new driver-assist system that will allow drivers to take their hands off the wheel on approved roads. Qualcomm, which supplies infotainment, driver-assist, and telematics systems to a variety of

Launch HN: Risely (YC S25) – AI Agents for Universities

Hi HN, I’m Danial, co-founder and CTO of Risely AI ( https://risely.ai ). We're building AI agents that automate operational workflows inside universities. Here’s a demo: https://www.loom.com/share/d7a14400434144c490249d665a0d0499?... Higher ed is full of inefficiencies. Every department runs on outdated systems that don’t talk to each other. Today, advising staff are looking up enrollment data in PeopleSoft or Ellucian, checking grades and assignments in Canvas, and trying to track engagement

We already live in social credit, we just don't call it that

Photo by Avery Evans on Unsplash Your credit score is social credit. Your LinkedIn endorsements are social credit. Your Uber passenger rating, Instagram engagement metrics, Amazon reviews, and Airbnb host status are all social credit systems that track you, score you, and reward you based on your behavior. Social credit, in its original economic definition, means distributing industry profits to consumers to increase purchasing power. But the term has evolved far beyond economics. Today, it de

What health care providers actually want from AI

Solutions that fix real problems Hospitals and health systems are looking at AI-enabled solutions that target their most urgent pain points: staffing shortages, clinician burnout, rising costs, and patient bottlenecks. These operational realities keep leadership up at night, and AI solutions must directly address them. For instance, hospitals and health systems are eager for AI tools that can reduce documentation burden for physicians and nurses. Natural language processing (NLP) solutions tha

The future of 32-bit support in the kernel

The future of 32-bit support in the kernel [LWN subscriber-only content] Welcome to LWN.net The following subscription-only content has been made available to you by an LWN subscriber. Thousands of subscribers depend on LWN for the best news from the Linux and free software communities. If you enjoy this article, please consider subscribing to LWN. Thank you for visiting LWN.net! Arnd Bergmann started his Open Source Summit Europe 2025 talk with a clear statement of position: 32-bit systems ar

China Is About to Show Off Its New High-Tech Weapons to the World

China is preparing for one of the most anticipated and politically charged military events in recent years. On September 3, in Tiananmen Square, China will celebrate the 80th anniversary of the victory over Japan in World War II with a spectacular military parade that is not only a ritual of historical remembrance but also a message to the entire world to be prepared for the war of the future. President Xi Jinping and several foreign leaders and officials, including Vladimir Putin, will attend

The Forecasting Company (YC S24) Is Hiring a Software Engineer

We are on a mission to create the forecasting foundation model to rule them all. Forecasting drives critical decisions worldwide - impacting staffing, supply chain management, finance and more. Our solution provides companies with the models, platform and APIs they need to easily generate the most accurate forecasts possible, helping to significantly reduce waste and enabling smarter, more confident decisions. Who we’re looking for As our founding software engineer, you will have the ability t

FreePBX servers hacked via zero-day, emergency fix released

The Sangoma FreePBX Security Team is warning about an actively exploited FreePBX zero-day vulnerability that impacts systems with the Administrator Control Panel (ACP) is exposed to the internet. FreePBX is an open-source PBX (Private Branch Exchange) platform built on top of Asterisk, widely used by businesses, call centers, and service providers to manage voice communications, extensions, SIP trunks, and call routing. In an advisory posted to the FreePBX forums, the Sangoma FreePBX Security

IT system supplier cyberattack impacts 200 municipalities in Sweden

A cyberattack on Miljödata, an IT systems supplier for roughly 80% of Sweden’s municipal systems, has caused accessibility problems in more than 200 regions of the country. In addition to the service disruption, there are concerns that attackers also stole sensitive data. Local media report that the threat actor demanded a ransom of 1.5 (currently around $168,000) Bitcoins from Miljödata in exchange for not leaking stolen information. Miljödata is a Swedish software company that develops and p

Anthropic launches Claude for Chrome in limited beta, but prompt injection attacks remain a major concern

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Anthropic has begun testing a Chrome browser extension that allows its Claude AI assistant to take control of users’ web browsers, marking the company’s entry into an increasingly crowded and potentially risky arena where artificial intelligence systems can directly manipulate computer interfaces. The San Francisco-based AI company announc

Nevada closes state offices as cyberattack disrupts IT systems

Nevada remains two days into a cyberattack that began early Sunday, disrupting government websites, phone systems, and online platforms, and forcing all state offices to close on Monday. The impact of the attack was first felt on Sunday morning, with the Governor's Technology Office stating that a 'network issue' began around 1:52 AM PT, affecting the state's IT systems. The Governor's Technology Office warned that websites, online services, and phone lines could be slow or unavailable as team

Bridging the Governance Gap: AI, Risk, and Enterprise Innovation

Artificial intelligence (AI) is redrawing the boundaries of IT governance. Traditional frameworks built around predictability, transparency, and linear systems are ill-suited to AI and machine learning models’ dynamic, opaque, and constantly evolving nature. As organizations expand AI applications across critical sectors like healthcare, finance, and public services, the friction between innovation and oversight grows more pronounced. Without a reimagined governance strategy, these gaps can hind

Power with purpose

In 2005, only 41% of Ghana’s population had access to electricity. Much of that electricity was generated by the Akosombo and Kpong dams on the Volta River, but relying on hydroelectric power made Ghana susceptible to climate fluctuations that affect water levels. Recalling how much his MIT thermodynamics class (then called Heat and Mass Transfer) with Ernest Cravalho had stayed with him, Asiamah-Adjei realized that perhaps delving into energy was not such a wild idea. “The seed had been sown,”

The New Face of Data Engineering: No-Code, High Velocity, and AI-Driven

Data engineering is experiencing rapid transformation due to artificial intelligence’s (AI) modification of work processes and responsibilities. AI-assisted low- and no-code solutions dominate previously code-heavy processes, delivering streamlined development and reduced complexity. This transition challenges engineers to shift from writing pure extract, transform, and load (ETL) code to managing system design, data governance, compliance, and strategic AI tool integration. Transformation of C

AGI is an engineering problem, not a model training problem

Published: Aug 13, 2025 | at 11:00 AM We’ve reached an inflection point in AI development. The scaling laws that once promised ever-more-capable models are showing diminishing returns. GPT-5, Claude, and Gemini represent remarkable achievements, but they’re hitting asymptotes that brute-force scaling can’t solve. The path to artificial general intelligence isn’t through training ever-larger language models—it’s through building engineered systems that combine models, memory, context, and determ

You Can't Trust Your Car's Driving Assistance System Yet, AAA Report Finds

Active driving assistance systems seem like a convenient way to get from point A to point B. But you can't fully trust them yet, according to the American Automobile Association's latest study released Thursday. AAA's automotive engineers put five cars with Active Driving Assistance systems to the test. The systems, also known as Traffic Jam Assistance, were used to navigate heavy traffic. The study found a dangerous datapoint: "notable events" (like people cutting into your lane) where the ADA

Feds investigate Tesla over inaccurate autopilot and FSD crash reports

The National Highway Traffic Safety Administration (NHTSA) just announced an investigation into Tesla regarding its Autopilot and Full Self-Driving (FSD) systems, according to a report by Electrek. The road safety regulator says the probe involves inconsistencies with how the company reports crashes regarding the aforementioned systems. The NHTSA requires automakers to report crashes involving autonomous and driver assistance systems within five days of being notified of them. The agency claims

Humans intervened every 9 minutes in AAA test of driver assists

Advanced driver assistance systems—also known as ADAS—come in a few variations. Blind spot monitoring, collision warnings, and emergency braking act like a second pair of eyes and ears, monitoring the car's environment to warn the driver, or possibly intervene, if a crash looks imminent. Other systems are better thought of as convenience features—things like adaptive cruise control and lane keeping, which relieve some of the burden of driving. Among the newer of these is the traffic jam assist.

The AI Battle’s Newest Warrior Strikes a Major Blow to Big Tech

The ongoing slugfest between tech players racing to get the most intuitive and powerful AI may have just gotten a brief knockout punch. The slammer that landed? A new version of DeepSeek’s increasingly impressive V3.1, which has a whopping 685-billion-parameter system and can deliver about $1.01 per complete coding task, compared to a beginning price of $70 for traditional systems. 🚨 BREAKING: DeepSeek V3.1 is Here! 🚨 The AI giant drops its latest upgrade — and it’s BIG: ⚡685B parameters 🧠L

Modern CI is too complex and misdirected (2021)

The state of CI platforms is much stronger than it was just a few years ago. Overall, this is a good thing: access to powerful CI platforms enables software developers and companies to ship more reliable software more frequently, which benefits its users/customers. Centralized CI platforms like GitHub Actions, GitLab Pipelines, and Bitbucket provide benefits of scale, as the Internet serves as a collective information repository for how to use them. Do a search for how to do X on CI platform Y a

Modern CI Is Too Complex and Misdirected

The state of CI platforms is much stronger than it was just a few years ago. Overall, this is a good thing: access to powerful CI platforms enables software developers and companies to ship more reliable software more frequently, which benefits its users/customers. Centralized CI platforms like GitHub Actions, GitLab Pipelines, and Bitbucket provide benefits of scale, as the Internet serves as a collective information repository for how to use them. Do a search for how to do X on CI platform Y a

Hallucinations in AI Models: What They Mean for Software Quality and Trust

Modern businesses are rushing to adopt artificial intelligence (AI) technologies, but this rapid integration comes with unexpected challenges. A phenomenon known as “hallucinations” occurs in large language models (LLMs) and deep learning systems and threatens software quality and trust. These hallucinations occur when AI presents false information as fact. The damage extends beyond technical failures, as user trust erodes, brand reputations suffer, and ethical questions multiply. Practical appr

Pharma firm Inotiv says ransomware attack impacted operations

American pharmaceutical company Inotiv has disclosed that some of its systems and data have been encrypted in a ransomware attack, impacting the company's business operations. In a filing to the U.S. Securities and Exchange Commission (SEC), Inotiv says that the cyberattack occurred on August 8 and took action to contain the breach. “On August 8, 2025, Inotiv, Inc. became aware of a cybersecurity incident affecting certain of its systems and data,” Inotiv informs. “The Company’s preliminary i