VPS

Scene-Centric Unsupervised Video Panoptic Segmentation

Announce Type: new Abstract: Video panoptic segmentation (VPS) aims to jointly detect, segment, and track all objects while partitioning the video into semantically consistent regions. We introduce the task setting of unsupervised VPS, omitting any human supervision. Existing unsupervised scene understanding works mainly focused on image segmentation tasks; the video domain remains underexplored.

Show HN: Kyushu – A self-hostable WASM sandbox for JavaScript workers

A Self-Hostable Wasm Sandbox for JavaScript Workers Ever wanted to run a Cloudflare Workers-style handler, on a VPS or anywhere, without Node.js, Bun, or even Docker? Kyushu is an open source CLI that lets you write a JavaScript or TypeScript handler, build it into a self-contained WebAssembly binary, and run it anywhere with one command - kyu . No Node, Bun, or Docker - just a single binary - Cloudflare Workers-style API - familiar fetch handler - Self-hostable - runs on a VPS or anywhere -...

Show HN: Posthorn, self-hosted mail without the mail server

Let's talk about EU Sovereignty (2025)

Let’s talk about EU Sovereignty First and foremost, I really dislike the term because it’s laden with all sorts of militaristic and anti-free movement and all sorts of other problematic baggage, but it’s the term the industry is using, so we go with it I guess until the current push is over and we can quietly suggest a different term like happened with git branch names and replication terms. It's also annoying to spell correctly.

CrowdStrike, Google shatter Glassworm botnet

CrowdStrike, in collaboration with Google and the Shadowserver Foundation, successfully dismantled the Glassworm botnet, a sophisticated, self-propagating worm. This malware targeted developers by spreading through poisoned software packages and used complex infrastructure, including blockchain and Google Calendar, to evade detection. The coordinated takedown severed the attackers' command-and-control channels, mitigating the threat to the software development community.

Child killer Kyle Bevan was 'stabbed 25 times in prison cell and left to die'

Child killer Kyle Bevan was 'stabbed 25 times in prison cell and left to die' A court has heard a folded piece of metal was later found with Kyle Bevan's blood on it, which had been made from a piece of a television An infamous child killer was stabbed 25 times in his prison cell and left to bleed to death in his bed, a jury has been told. Inmates Mark Fellows, 45, Lee Newell, 57, and David Taylor, 64, are on trial at Leeds Crown Court accused of murdering 33-year-old Kyle Bevan at...

Beginner Guide to CJ Affiliate (Commission Junction) in 2022

Image by vectorjuice on FreepikIn this CJ Affiliate guide, I will share with you everything you need to get started on the platform, I will give you an in-depth look at the network and how it works. You will learn how to earn money with the platform. If you're not interested, I'll share some of the best CJ affiliate programs and alternatives.

An Analysis of GrapheneOS's Server Infrastructure

An Analysis of GrapheneOS's Server Infrastructure GrapheneOS has a well-earned reputation for serious security work. Cellebrite — the forensics company law enforcement pays to crack phones — [publicly lists GrapheneOS as one of the few Android devices it cannot extract data from](https://discuss.techlore.tech/t/claims-made-by-forensics-companies-their-capabilities-and-how-grapheneos-fares/8653). The kernel hardening, the memory allocator, the sandboxing — these are real and they work.

A Russian speaker and jailbroken Gemini went on a hacking spree and emptied at least one MAGA victim's crypto wallets

A Russian-speaking threat actor used a jailbroken Google Gemini to run a sophisticated fraud campaign targeting MAGA and QAnon communities. The attacker impersonated an American veteran, used AI-generated content to build a Telegram channel, and deployed malware to steal cryptocurrency from victims. This operation highlights the growing sophistication of cybercrime when weaponized large language models are employed.