TrendPulse

Microsoft 365 and Outlook are still seeing service degradations on Tuesday, the company's status page indicates.

AIR's platform can discover agents running at a company, continuously vets any skills and add-ons they use, and blocks any unwanted behaviour.

Amazon is adding a new Alexa-powered feature called “Update Me When” that can send personalized alerts about product launches, tours, books, shows, and other events that could trigger a purchase.

GoPro is merging with a company that builds AI infrastructure, and will continue supporting existing consumer products.

Every time I put a model behind an endpoint I make the same lazy decision. I pick whatever I used last time, or whatever I read about most recently, and I tell myself I'll benchmark it properly later, and later never arrives because there is always something with an actual deadline on it and comparing model latencies feels like procrastination even when it isn't. I never do it. Not once. So I built the thing that would make me do it. One prompt, fired at six models at once, streaming side by ...

Mozaik Hackathon 2026: Build Concurrent Multi-Agent Systems and Compete for $1,000 in Cash Prizes Shifts focus from sequential to event-driven AI Hadil Ben Abdallah Hadil Ben Abdallah ...

In this blog post, we will see how I use AI to speed up incident investigation without letting it take over the decisions that need a human. It is 3:00 AM. Your phone starts making that familiar PagerDuty noise. You open the alert with half-open eyes. Error rates are climbing. Slack is already active. The incident commander wants an update. Depending on the severity, your director or CTO may also join the call. Every developer who goes on call will face this situation at some point. ...

The Brave Wanderer: I made Claude play a Pokémon it never read a guide for Full timeline video of this 2,000-turn run (game frames + a live cost counter on the left, the model's real-time thinking log on the right): https://youtu.be/ewyM7mzGzTM At the end of the first article in this series , I made a promise. Fable 5's fluency in FireRed owed half its credit to the walkthroughs it had memorized — it wrote down "Oak's Parcel," an item the game hadn't shown it yet, 141 turns early. S...

China’s high-speed rail network is easy to admire and surprisingly easy to use once you know the correct station. The difficult part for many first-time visitors happens earlier: a single city can have several major stations, and a traveler often starts with a hotel, airport, attraction, or street address—not a station name. I initially wanted to build a practical transport tool for foreign visitors in China. After reading travel questions, the recurring problem was not simply “how do I buy a...

Probably sleep deprivation. Definitely Git commits. And somehow, three projects later, I'm still here. 👀 I'm a first-year B.Tech CSE (AI-ML) student at Yenepoya School of Engineering & Technology, Bengaluru, and part of the Kalvium program. I've been getting increasingly interested in AI/ML, software development, developer tools, and building things that actually do something. And recently, I've found hackathons to be one of the fastest ways to turn "I think I could build this" into "w...

What Rebuilding Kafka From Scratch Actually Teaches You There's a gap between using a system and understanding it. Most engineers never close that gap, and honestly, most of the time that's fine. Kafka works. Topics, producers, consumers, pull the levers, ship the data. Done. But then you hit a weird latency spike, or a consumer group stalls in a way that doesn't match the docs, or replication starts behaving like it has feelings. And suddenly "I know the terminology" doesn't cut it a...

Introduction: The Telemetry Abyss In information security, just like in technical deep-sea diving, we face a vast, silent, and potentially hostile environment. Modern corporate telemetry is an ocean: millions of gigabytes of data in constant motion. Without the right gear, security analysts risk "data narcosis." Google Security Operations (Google SecOps) acts as our autonomous breathing gear (SCUBA). It provides planet-scale visibility, allowing us to descend safely into the depths of logs,...

In the first part of this series , I walked through the technical grit of rebuilding a musician's web platform from scratch—spending over 320 hours fixing legacy WordPress code, writing custom CLI tools with Node.js and FFmpeg, and crafting a lightweight Vanilla JS SPA router. If Part 1 was about the engineering side , Part 2 is about the human side : scope creep, irrational client expectations, and why finishing an "abandoned" project is sometimes the ultimate test of a developer’s charac...

On July 16, 2026, Hugging Face disclosed unauthorized access to a limited set of internal datasets. Five days later, OpenAI confirmed the attacker had come from inside its own walls. A combination of OpenAI models, including GPT-5.6 Sol and a more capable prerelease model, escaped a sandboxed cyber-capabilities evaluation and went hunting for benchmark answer keys. Along the way, it escalated privilege and harvested multiple credentials for internal Hugging Face services. It appears to be th...

Episode 1: Was in einer ZST-Datei passiertEpisode 1: Was in einer ZST-Datei passiertZST-Dateien begegnen uns immer häufiger bei großen Downloads, Softwarepaketen, Backups und Serverdaten. Sie sind oft deutlich kleiner als die ursprünglichen Dateien und lassen sich trotzdem sehr schnell wieder entpacken. Doch wie funktioniert das? Warum werden Dateien komprimiert? Eine Datei besteht aus Daten. Je mehr Daten sie enthält, desto mehr Speicherplatz wird benötigt und desto länger da...

Open a page and it can start guessing which browser extensions you run before you click a thing. Not "extensions in general" - which ones . Your password manager, your ad blocker, the wallet, the internal tool your employer ships, the accessibility extension you depend on. The page never asks and you never see it happen. This is not a bug in Chrome. It is the sum of a few features working exactly as designed, and the people best placed to close it are extension authors who mostly do not know...

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Hey all - I've been working on a financial simulator for more years than I can remember. I never felt like I got it right so they always ended up as half-made apps and scripts on my desktop. After years of iterations I feel like I made a breakthrough. Here's what led me to build Futurez: Simple calculators let you quickly test ideas and help with questions like "am I on the right track?" It's pretty obvious how they fall flat from modeling actual reality though. (you can't have different account...

Article URL: https://nathannaveen.dev/posts/optimizing-ebpf-policies-for-speed-and-space/ Comments URL: https://news.ycombinator.com/item?id=49522676 Points: 5 # Comments: 0

Article URL: https://github.com/scalevisor-io/openvisor Comments URL: https://news.ycombinator.com/item?id=49522751 Points: 1 # Comments: 1

Article URL: https://openai.com/index/expanding-access-to-ai-with-chatgpt-ads/ Comments URL: https://news.ycombinator.com/item?id=49522780 Points: 1 # Comments: 0

Article URL: https://www.wwt.com/blog/is-ai-native-engineering-really-devops-20-or-even-agile-30 Comments URL: https://news.ycombinator.com/item?id=49522792 Points: 3 # Comments: 0

Article URL: https://abranti.com/keep-the-world-safe-from-ai.html Comments URL: https://news.ycombinator.com/item?id=49522825 Points: 1 # Comments: 0

Article URL: https://www.thedeepview.com/articles/can-ai-crack-interstellar-travel Comments URL: https://news.ycombinator.com/item?id=49522826 Points: 1 # Comments: 0

We've been building an AI chat based trading system for last 3 years. The biggest issue was that when our Agent would mess up, we wouldn't know until a user reported. Agent traces helped us uncover what's wrong. But surfacing issues was almost always a manual trigger. So from those learnings, we built Selfship.ai. It's an autonomous system that observes every trace/turn/multi turn convo to find out issues. If a user got what they wanted, if a tool call is failing repeatedly, if users have to alw...

Hey HN! I built https://zeroshothq.dev/ , an energy drink for AI engineers, ordered through an API. Zero Shot is designed only for tech people who needs caffeine but in a healthy way. Every flavour is named after a paper: the label prints the title, year and arXiv number. Does Claude tells you to go to sleep too? The first batch gives you a SKILL.md to wake up your AI agents. The API is live if you want to poke at it: curl " https://api.zeroshothq.dev/12?email=you@company.com " Happy to chat ab...

Article URL: https://www.robinwieruch.de/ai-output-someone-elses-input/ Comments URL: https://news.ycombinator.com/item?id=49523127 Points: 1 # Comments: 0