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Show HN: ArchGW – an intelligent edge and service proxy for agents

Hey HN! This is Adil, Salman and Jose and and we’re behind archgw [1]. An intelligent proxy server designed as an edge and AI gateway for agents - one that natively know how to handle prompts, not just network traffic. We’ve made several sweeping changes so sharing the project again. A bit of background on why we’ve built this project. Building AI agent demos is easy, but to create something production-ready there is a lot of repeat low-level plumbing work that everyone is doing. You’re applyi

Experimental imperative-style music sequence generator engine

pattrns pattrns is an experimental imperative-style music sequence generator engine. It allows you to programmatically create music sequences either in plain Rust as library (static, compiled) or in Lua as a scripting engine (dynamic, interpreted). So it's also suitable for live coding music. In addition to its imperative event generator approach, it also supports the creation of musical events using tidalcycle's mini-notation. This crate only deals with the generation of raw musical events.

These LGBTQ+ Archives Defy Erasure, One Memory at a Time

Being queer, often, means feeling unseen. “We come from a history of erasure that is manifested not only through hate crimes and discrimination, but also through a lack of representation, symbolic violence, and the absence of legal protections,” explains André Mere Rivera, director of the Queer Memory Archive of Peru (Archivo de la Memoria Marica del Perú). The project Mere leads is part of a growing wave of collaborative projects in which Latin American LGBTQ+ communities preserve and share th

Chrome's hidden X-Browser-Validation header reverse engineered

Chrome X-Browser-Validation Header Reverse Engineering & Generator Chrome recently added a few new headers: "x-browser-channel": "stable", "x-browser-copyright": "Copyright 2025 Google LLC. All rights reserved.", "x-browser-validation": "6h3XF8YcD8syi2FF2BbuE2KllQo=", "x-browser-year": "2025" Apart from one of them, there isn’t much that’s interesting. They’re just bits of client specific information. However, base64 decoding x-browser-validation yields what appears to be a hash whose purpose

Context Engineering Guide

What is Context Engineering? A few years ago, many, even top AI researchers, claimed that prompt engineering would be dead by now. Obviously, they were very wrong, and in fact, prompt engineering is now even more important than ever. It is so important that it is now being rebranded as context engineering. Yes, another fancy term to describe the important process of tuning the instructions and relevant context that an LLM needs to perform its tasks effectively. Much has been written already

Legendary Entertainment May Have Lionsgate in Its Acquisition Sights

Studios have been threatening to acquire each other the past couple years, and now it seems to be Legendary Entertainment’s turn. According to the Hollywood Reporter, the studio behind recent hits like A Minecraft Movie and the Dune trilogy is potentially snatching up Lionsgate, best known for the John Wick and Hunger Games series. At the moment, the two companies are considering a team up on some films, and if things go well, that’ll blossom into a “more complete offer.” There weren’t any spec

Fundamentals of garbage collection (2023)

Access to this page requires authorization. You can try signing in or changing directories . Fundamentals of garbage collection In the common language runtime (CLR), the garbage collector (GC) serves as an automatic memory manager. The garbage collector manages the allocation and release of memory for an application. Therefore, developers working with managed code don't have to write code to perform memory management tasks. Automatic memory management can eliminate common problems such as forg

Fundamentals of Garbage Collection

Access to this page requires authorization. You can try signing in or changing directories . Fundamentals of garbage collection In the common language runtime (CLR), the garbage collector (GC) serves as an automatic memory manager. The garbage collector manages the allocation and release of memory for an application. Therefore, developers working with managed code don't have to write code to perform memory management tasks. Automatic memory management can eliminate common problems such as forg

FEMA Didn’t Answer Thousands of Calls From Flood Survivors

It was not immediately clear how FEMA’s responsiveness to calls after the Texas floods compared to its performance after past disasters. FEMA does not publicly release that data on a regular basis. The agency did publish similar data on Oct. 29, 2024, days after Hurricane Helene barreled across the South and nearly three weeks after Hurricane Milton hit Florida. That information showed that the agency did not answer nearly half of the 507,766 incoming calls over the course of a week, E & E News

Topics: agency did fema mr trump

Solo.io wins ‘most likely to succeed’ award at VB Transform 2025 innovation showcase

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 Cambridge, Mass.-based Solo.io was awarded “Most Likely to Succeed” at the Innovation Showcase at VB Transform in San Francisco on June 25. Founded in 2017, the cloud-native application networking company — which raised $135 million in a Series C round in 2021 and is valued at $1 billion — provides tools for connecting, securing and observ

As Zuck Races to Build Godlike AI, Women and People of Color Aren’t Invited

Mark Zuckerberg has a new mission: build artificial general intelligence (AGI), a form of AI that can reason and learn like a human.To do that, he’s assembled an elite team of researchers, engineers, and AI veterans from OpenAI, Google, Anthropic, Apple, and more. This new unit, called Meta Superintelligence Labs (MSL), is tasked with building the most powerful artificial intelligence the world has ever seen. The tech world is calling it a “dream team.” But it’s hard not to notice what’s missin

The great AI agent acceleration: Why enterprise adoption is happening faster than anyone predicted

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 The chatter around artificial general intelligence (AGI) may dominate headlines coming from Silicon Valley companies like OpenAI, Meta and xAI, but for enterprise leaders on the ground, the focus is squarely on practical applications and measurable results. At VentureBeat’s recent Transform 2025 event in San Francisco, a clear picture emerg

WordPress Gravity Forms developer hacked to push backdoored plugins

The popular WordPress plugin Gravity Forms has been compromised in what seems a supply-chain attack where manual installers from the official website were infected with a backdoor. Gravity Forms is a premium plugin for creating contact, payment, and other online forms. Based on statistic data from the vendor, the product is isntalled on around one million websites, some belonging to well-known organizations like Airbnb, Nike, ESPN, Unicef, Google, and Yale. Remote code execution on the server

Goldman Sachs is testing viral AI agent Devin as a ‘new employee’

In Brief Cognition’s AI coding agent Devin has scored a major customer: Goldman Sachs, the bank’s CIO, Marco Argenti, told CNBC. “We’re going to start augmenting our workforce with Devin, which is going to be like our new employee,” Argenti told the outlet, adding that it plans to roll out hundreds of instances of Devin, potentially growing to thousands. The bank currently employs around 12,000 human developers, it says. Despite the financial industry’s reputation for being slow and stodgy, G

AI agent benchmarks are broken

Benchmarks are foundational to evaluating the strengths and limitations of AI systems, guiding both research and industry development. As AI agents move from research demos to mission-critical applications, researchers and practitioners are building benchmarks to evaluate their capabilities and limitations. These AI agent benchmarks are significantly more complex than traditional AI benchmarks in task formulation (e.g., often requiring a simulator of realistic scenarios) and evaluation (e.g., no

Show HN: Vibe Kanban – Kanban board to manage your AI coding agents

Get 10X more out of Claude Code, Gemini CLI, Codex, Amp and other coding agents... Overview AI coding agents are increasingly writing the world's code and human engineers now spend the majority of their time planning, reviewing, and orchestrating tasks. Vibe Kanban streamlines this process, enabling you to: Easily switch between different coding agents Orchestrate the execution of multiple coding agents in parallel or in sequence Quickly review work and start dev servers Track the status o

AI Agent Benchmarks Are Broken

Benchmarks are foundational to evaluating the strengths and limitations of AI systems, guiding both research and industry development. As AI agents move from research demos to mission-critical applications, researchers and practitioners are building benchmarks to evaluate their capabilities and limitations. These AI agent benchmarks are significantly more complex than traditional AI benchmarks in task formulation (e.g., often requiring a simulator of realistic scenarios) and evaluation (e.g., no

This ‘Molecular Shield’ Might Stop Pollen Before It Wrecks Your Nose

Every year, pollen seasons grow longer and more intense—to the great misery of those suffering from pollen allergies—myself included. There’s only so much one can do with antihistamines or hot towels, and no amount of protective measures—masks, firmly shut windows, you name it—appears to offer any protection from the endless sneezing, runny noses, and itchy eyes. But what if, by spraying something akin to a nasal spray, you could thwart the onslaught of those pesky allergens before they latch o

AWS is launching an AI agent marketplace next week with Anthropic as a partner

Amazon Web Services (AWS) is launching an AI agent marketplace next week and Anthropic is one of its partners, TechCrunch has exclusively learned. The AWS agent marketplace launch will take place at the AWS Summit in New York City on July 15, two people familiar with the development told TechCrunch. AWS and Anthropic did not respond to requests for comments. AI agents are ubiquitous nowadays. And every single investor in Silicon Valley is bullish on startups building them — even if there is so

Gemini can now transform your boring stills into lifelike videos

TL;DR Gemini will now let you generate videos from existing images using its Veo3 model. Google says you can also use actual photos to transform them into videos. Veo3 will limit the output to eight-second clips in 720p resolution. If you’ve recently come across any realistic-looking videos with bizarre tropes, chances are they were generated using Google’s Veo3 AI video generation in Gemini. Its outstanding continuity of video frames, the ability to automatically generate audio, and seamless

Underwater turbine spinning for 6 years off Scotland's coast is a breakthrough

Submerged in about 40 meters (44 yards) of water off Scotland’s coast, a turbine has been spinning for more than six years to harness the power of ocean tides for electricity — a durability mark that demonstrates the technology’s commercial viability. Keeping a large, or grid-scale, turbine in place in the harsh sea environment that long is a record that helps pave the way for bigger tidal energy farms and makes it far more appealing to investors, according to the trade association Ocean Energy

Google Personal Safety’s Expressive makeover is looking even more expansive (APK teardown)

Hadlee Simons / Android Authority TL;DR An Android Authority teardown has revealed additional Material 3 Expressive changes coming to Google’s Personal Safety app. The app’s latest release includes revamped Medical information and Emergency SOS menus. The design changes align with the Material 3 Expressive makeover of Android’s Settings app. Google’s Personal Safety App may be next in line to receive its Material 3 Expressive makeover. We recently gave you an early look at some of the design

43 of the Best Movies on Netflix You Should Stream Right Now

In the 10 years since releasing its first original film Beasts of No Nation, Netflix has evolved into a power player in the movie scene, earning honors at award shows like the Oscars and Golden Globes. The streaming giant received 18 Oscar nominations in 2025 and took home three: two for Emilia Perez and one for best documentary short with The Only Girl in the Orchestra. Popular action films and comedies such as Sicario, Carry On and The Old Guard have also helped make Netflix a destination for

Diligent Robotics hires two notable Cruise alumni to its leadership team

Diligent Robotics is bulking up its leadership team as the company looks to scale its fleet of humanoid robots that work in hospitals and pharmacies. Austin, Texas-based Diligent announced Thursday it appointed Rashed Haq as its chief technology officer and Todd Brugger as its chief operating officer. Both Haq and Brugger were most recently at Cruise, the GM self-driving subsidiary that shuttered earlier this year. Haq was formerly the vice president and head of AI and robotics. Brugger was Cr

YouTube ‘clarifies’ its plan to demonetize spammy AI slop

YouTube is trying to soothe concerns about an incoming update to its monetization policies following backlash from online creators. An announcement that YouTube would be updating restrictions around “inauthentic” content under the YouTube Partner Program guidelines was interpreted by some to mean the platform was planning to demonetize a wider variety of videos, including those using AI-generated content, clips, and reactions. Now, YouTube is seeking to clarify the situation. “YouTube has alway

These are the T-Mobile plans eligible for the free DashPass perk (Updated: T-Mobile confirmation)

Joe Maring / Android Authority TL;DR T-Mobile is offering subscribers on select postpaid plans a free one-year DoorDash DashPass subscription via the T-Life app. There’s conflicting information about eligible plans between public FAQs and customer service. We’ve got a confirmation from T-Mobile about which plans are eligible for the DashPass perk. Update, July 10, 2025 (03:22 AM ET): A T-Mobile spokesperson has confirmed to us that the list of plans mentioned on the FAQ page is accurate, and

The affordable ThinkPad I recommend for hybrid workers is 25% off for Prime Day

ZDNET's key takeaways The Lenovo ThinkPad E14 Gen 6 is on sale now for $799. It's a reliable budget business laptop with a good battery and lots of customizations. The display and webcam might not be good enough for most users, and opting for higher-end hardware pumps up the price. View now at Amazon Most configurations of the ThinkPad E14 are on sale during Amazon Prime Day, but I recommend the 16GB model for $799. On the surface, Lenovo's sixth-generation ThinkPad E14 doesn't look much dif

Skip the AI ‘bake-off’ and build autonomous agents: Lessons from Intuit and Amex

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 As generative AI matures, enterprises are shifting from experimentation to implementation—moving beyond chatbots and copilots into the realm of intelligent, autonomous agents. In a conversation with VentureBeat’s Matt Marshall, Ashok Srivastava, SVP and Chief Data Officer at Intuit, and Hillary Packer, EVP and CTO at American Express at VB

Biomni: A General-Purpose Biomedical AI Agent

Biomni: A General-Purpose Biomedical AI Agent Overview Biomni is a general-purpose biomedical AI agent designed to autonomously execute a wide range of research tasks across diverse biomedical subfields. By integrating cutting-edge large language model (LLM) reasoning with retrieval-augmented planning and code-based execution, Biomni helps scientists dramatically enhance research productivity and generate testable hypotheses. Quick Start Installation Our software environment is massive and

Google’s Sergey Brin Calls U.N. Report on Big Tech’s Relationship With Israel ‘Antisemitic’

Last month, the United Nations released a report alleging that many major global corporations, including several Big Tech companies, have profited off of Israel’s ongoing genocidal assault on Gaza because of their insistence on continuing to do business with the Israeli government and military. In response, according to internal messages seen by the Washington Post, Google co-founder Sergey Brin told employees that the U.N. is “transparently antisemitic.” Cool. Brin’s response came in an intern