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

news.ycombinator.com Unknown 2025-08-17 09:55:39

Arch is a proxy server designed as a modular edge and AI gateway for agentic apps Arch handles the pesky low-level work in building agentic apps — like applying guardrails, clarifying vague user input, routing prompts to the right agent, and unifying access to any LLM. It’s a language and framework friendly infrastructure layer designed to help you build and ship agentic apps faster. Quickstart • Demos • Build agentic apps with Arch • Route LLMs • Documentation • Contact Overview AI demos a

Topics: 26 arch info model routing

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The Scourge of Arial (2001)

news.ycombinator.com Unknown 2025-08-18 10:55:06

Arial is everywhere. If you don’t know what it is, you don’t use a modern personal computer. Arial is a font that is familiar to anyone who uses Microsoft products, whether on a PC or a Mac. It has spread like a virus through the typographic landscape and illustrates the pervasiveness of Microsoft’s influence in the world. Arial’s ubiquity is not due to its beauty. It’s actually rather homely. Not that homeliness is necessarily a bad thing for a typeface. With typefaces, character and history a

Topics: adobe arial fonts helvetica type

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Myanmar’s proliferating scam centers

news.ycombinator.com Kento Awashima Shohei Yasuda Sotaro Sakai Ryo Namiki Sadachika Watanabe Kosuke Inoue Akira Ikeya Hirofumi Yamamoto Takashi Igarashi 2025-08-18 14:16:29

'Modern slavery' Human trafficking victims, pictured in Thailand's Tak province in February, show scars left by electric shocks and beatings. (Reuters) Criminal networks amassed such enormous profits that they were able to sustain -- and even expand -- these sprawling compounds. One man who claimed to have perpetrated scams recalled that a deep, resonant beat from a Chinese-style drum would echo through the compound each time a deposit of over $100,000 was received. The profits are built not

Topics: beatings electric modern scams work

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Tesla Makes a Desperate Move in Canada As Sales Collapse

gizmodo.com Luc Olinga 2025-08-18 11:57:41

Tesla is making a desperate move to stay alive in Canada as its sales suffer from the fallout of Donald Trump’s trade war. In a quiet but shocking update to its website, the electric vehicle maker has drastically lowered the price of its best-selling Model Y SUV by a staggering $20,000. The move is a direct response to a brutal trade dispute that has crippled Tesla’s Canadian operations. In retaliation for tariffs imposed by the Trump administration, Ottawa slapped a 25% surtax on all cars impo

Topics: 2025 990 model price tesla

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How to scale RL to 10^26 FLOPs

news.ycombinator.com Jack Morris 2025-08-15 11:47:34

TLDR: Reinforcement learning (RL) is the next training technique for building frontier-level AI models. To make it better, we need to train on more data. The current approach of scaling many environments simultaneously is messy and complicated. Instead, I propose we find a way to do next-token prediction on the Web using RL. This way, we learn to reason from general web data, instead of just math and code. I’ve spent a good part of the past year in denial. I was in denial because when OpenAI r

Topics: model models reasoning rl training

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Infisical (YC W23) Is Hiring DevRel Engineers

news.ycombinator.com Unknown 2025-08-18 08:00:57

Infisical is looking to hire exceptional talent to join our teams in building the open source security infrastructure stack for the AI era. We're building a generational company with a world-class team. This isn’t a place to coast — but if you want to grow fast, take ownership, and solve tough problems, you’ll be challenged like nowhere else. What We’re Looking For We’re looking for a developer-focused communicator who’s excited about developer tools, security infrastructure, and developer ex

Topics: community developer infisical ll technical

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Five companies now control over 90% of the restaurant food delivery market

news.ycombinator.com Unknown 2025-08-18 11:23:37

While reading the latest results from Prosus, I realized there seems to be a trend that nobody is talking about. There is an obvious wave of consolidation in the food delivery market happening right before our eyes. The once-hot food delivery sector has gone cold faster than your DoorDash order. New entrants have disappeared as most of the VC money chases the cool and hip AI startups. Alongside a wave of acquisitions, the world's food delivery market is consolidating in the hands of 5 companies.

Topics: delivery doordash food prosus restaurants

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OpenCut: The open-source CapCut alternative

news.ycombinator.com Unknown 2025-08-18 12:08:47

OpenCut (prev AppCut) A free, open-source video editor for web, desktop, and mobile. Privacy : Your videos stay on your device : Your videos stay on your device Free features : Every basic feature of CapCut is paywalled now : Every basic feature of CapCut is paywalled now Simple: People want editors that are easy to use - CapCut proved that Features Timeline-based editing Multi-track support Real-time preview No watermarks or subscriptions Analytics provided by Databuddy, 100% Anonymize

Topics: bun development env local web

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Today's Wordle Hints, Answer and Help for July 14, #1486

cnet.com See Full Bio 2025-08-18 11:00:03

Gael Cooper CNET editor Gael Fashingbauer Cooper, a journalist and pop-culture junkie, is co-author of "Whatever Happened to Pudding Pops? The Lost Toys, Tastes and Trends of the '70s and '80s," as well as "The Totally Sweet '90s." She's been a journalist since 1989, working at Mpls.St.Paul Magazine, Twin Cities Sidewalk, the Minneapolis Star Tribune, and NBC News Digital. She's Gen X in birthdate, word and deed. If Marathon candy bars ever come back, she'll be first in line.

Topics: 1989 author cooper gael journalist

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Species at 30 makes for a great guilty pleasure

arstechnica.com Unknown 2025-08-18 10:20:53

Earlier this month, Hollywood mourned the passing of Michael Madsen, a gifted actor best known for his critically acclaimed roles in Reservoir Dogs, Kill Bill, and Donnie Brasco, among others. Few obituaries have mentioned one of his lesser-known roles: a black ops mercenary hired to help hunt down an escaped human/alien hybrid in 1995's Species. The sci-fi thriller turns 30 this year and while it garnered decidedly mixed reviews upon release, the film holds up quite well as a not-quite-campy B

Topics: alien earth extraterrestrial feldman instructions

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Study warns of ‘significant risks’ in using AI therapy chatbots

techcrunch.com Anthony Ha 2025-08-18 10:50:38

Therapy chatbots powered by large language models may stigmatize users with mental health conditions and otherwise respond inappropriately or even dangerously, according to researchers at Stanford University. While recent coverage in The New York Times and elsewhere has highlighted the role that ChatGPT may play in reinforcing delusional or conspiratorial thinking, a new paper titled “Expressing stigma and inappropriate responses prevents LLMs from safely replacing mental health providers” exam

Topics: chatbots conditions models said therapy

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The Amount of Electricity Generated From Solar Is Suddenly Unbelievable

futurism.com Unknown 2025-08-18 09:30:42

If it feels like the world is being deluged with bad news lately, here's an actual bright spot: the Sun has become the go-to source of energy for tens of millions across the globe. A recent story by The New Yorker dove into the astonishing growth of solar energy over the past few years. Among other extensive data, the magazine notes that renewables made up 96 percent of demand for new energy throughout the globe in 2024; In the United States, 93 percent of new energy capacity came from solar an

Topics: energy new panel solar years

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5 features I don’t care about when buying a new phone

androidauthority.com Unknown 2025-08-18 10:44:09

C. Scott Brown / Android Authority When it comes to buying a new smartphone, it’s easy to get caught up in all the hype. Manufacturers constantly push the latest and greatest features, leading many of us to buy more phone than we actually need. When I’m in the market for a new phone, I always try to narrow down my options as much as possible. I do that by making a list of not only the features I want in my next smartphone but also those I don’t care about. This approach helps me cut through th

Topics: charging don features phone wireless

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EA is reportedly hitting the brakes on the Need for Speed franchise

engadget.com Unknown 2025-08-18 12:48:08

The Need for Speed franchise could be making its last laps — at least for the time being. Matthew Everingham, a photographer who frequently contributed to car culture website Speedhunters, said in social media posts that Electronic Arts has "shelved Need for Speed" and is "quietly parking" the series. Speedhunters, which was funded by EA and was last updated in April of this year, will also reportedly cease operations for now. EA hasn't released an official statement on the fate of the Need for

Topics: battlefield franchise need released speed

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Best Satellite Internet Providers for July 2025

cnet.com See Full Bio 2025-08-18 06:30:00

Our picks 90001 Edit ZIP code Why we chose these providers Sort by Best potential among satellite internet 20 - 250 Mbps $90 - $120 per month Check with Starlink Provider not available in 90001 Edit ZIP code Or call to learn more: (866) 671-3650 Best satellite internet for reliable speeds 50-100 Mbps $50 - $80 per month Check with Hughesnet Provider not available in 90001 Edit ZIP code Or call to learn more: (833) 347-4265 Best satellite internet for versatility of plans 12 - 150 Mbps $70 - $300

Topics: data internet satellite speeds starlink

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A new Martian climate model suggest a mostly cold, harsh environment

arstechnica.com Unknown 2025-08-18 07:13:05

The Curiosity rover was sent up the Mount Sharp, the biggest sediments stack on Mars. On the way, it collected samples that indicated a portion of carbon dioxide in the Martian atmosphere might have been sequestered in the sedimentary rocks, just as it happens with limestone on Earth. This would have drawn carbon dioxide out of the atmosphere, reducing the greenhouse effect that warmed the planet. Based on these findings, a team of scientists led by Benjamin Tutolo, a researcher at the Universi

Topics: kite mars martian model team

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UK launches £500M package to support diverse, underrepresented investors and founders

techcrunch.com Dominic-Madori Davis 2025-08-18 10:30:00

The British Business Bank, owned by the UK government, is creating a £500 million (around $674 million) economic package to help support diverse and underrepresented fund managers and founders in the country. Fifty million pounds will be set aside for female-led venture funds, which means the BBB has now committed at least £100 million (around $135 million) to supporting female-led ventures and the government’s Invest in Women Taskforce. Meanwhile, £400 million (around $539 million) will go to

Topics: fund help million venture women

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New Video-Generating AI Trained 100 Percent on Public Domain Films

futurism.com Unknown 2025-08-18 11:00:38

Few tech products have been as broadly contentious as video-generating artificial intelligence. These complex algorithms, which cleave millions of datapoints together into seconds-long gobs of video, are notoriously trained on proprietary material, leading to widespread ethical and legal concerns. (That's before we even mention how much energy it takes to synthesize an AI video.) Tech billionaires tend to argue that this is simply the way things need to be — if you want AI, we need to feed it

Topics: ai model moonvalley trained video

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I tested an Android phone with a built-in smartwatch - my thoughts after a month

zdnet.com Jack Wallen 2025-08-18 09:00:14

ZDNET's key takeaways The Oukitel WP300 is available now on Amazon for $425 with a $70 off coupon. This modular smartphone has built-in smartwatch and earbud components, as well as a very bright LED light. Like all Oukitel phones I've tested, the WP300 is thick, bulky, and very heavy. View now at Amazon There are certain brands that have carved a niche for themselves, and Oukitel is one of them. The company creates phones and tablets that are rugged enough to withstand the rougher side of wor

Topics: light oukitel phone phones wp300

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Hill Space: Neural nets that do perfect arithmetic (to 10⁻¹⁶ precision)

news.ycombinator.com Justin Dujardin 2025-08-18 07:37:48

When understood and used properly, the constraint W = tanh(Ŵ) ⊙ σ(M̂) (introduced in NALU by Trask et al. 2018 ) creates a unique parameter topology where optimal weights for discrete operations can be calculated rather than learned . During training, they're able to converge with extreme speed and reliability towards the optimal solution. Most neural networks struggle with basic arithmetic. They approximate, they fail on extrapolation, and they're inconsistent. But what if there was a way to m

Topics: discrete operations selection specific weights

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Everything We Know About the Interstellar Object 3I/ATLAS

wired.com Shigeyuki Hando 2025-08-18 10:00:00

On July 2, NASA revealed the existence of 3I/ATLAS, only the third ever interstellar object observed in the universe. These are objects that exist in interstellar space—the areas between stars—and which are not gravitationally bound to any star. The two other interstellar objects discovered to date are the comets 1I/ʻOumuamua and 2I/Borisov. 3I/ATLAS was discovered on July 1, when its existence was reported by a telescope at Rio Hurtado in Chile, operated by the Asteroid Terrestrial Impact Aler

Topics: 3i atlas discovered interstellar nasa

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Today's NYT Mini Crossword Answers for Sunday, July 13

cnet.com See Full Bio 2025-08-18 08:42:33

Gael Cooper CNET editor Gael Fashingbauer Cooper, a journalist and pop-culture junkie, is co-author of "Whatever Happened to Pudding Pops? The Lost Toys, Tastes and Trends of the '70s and '80s," as well as "The Totally Sweet '90s." She's been a journalist since 1989, working at Mpls.St.Paul Magazine, Twin Cities Sidewalk, the Minneapolis Star Tribune, and NBC News Digital. She's Gen X in birthdate, word and deed. If Marathon candy bars ever come back, she'll be first in line.

Topics: 1989 author cooper gael journalist

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I’ve been using Garmin watches for 5 years and just discovered this clever trick

androidauthority.com Unknown 2025-08-18 01:00:51

Ryan Haines / Android Authority At this point, I’ve probably reviewed more than a dozen Garmin watches since taking my place as Android Authority’s resident runner. You might say it’s become a big part of my personality, but I’d argue it always was one. I’ve spent countless hours logging countless miles (alright, Strava probably has an accurate number) across everything from the Instinct to the Forerunner to the Fenix, and I thought I knew everything there was to know about Garmin’s lineup. At

Topics: bands garmin quickfit release watch

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Exposing a web service with Cloudflare Tunnel (2022)

news.ycombinator.com Erisa A 2025-08-14 20:08:34

There are lots of ways to host a web service. You might want to rent a VPS, Dedicated Server, or embrace full serverless and write your application for a service like Cloudflare Workers You might want to use Docker, k8s, LXD, or any other manner of deploying your services. You might have a complex setup to proxy and serve traffic through your IP. But sometimes you might not have it all figured out. You might want to run your service in your home on that one old laptop you have lying around,

Topics: cloudflare cloudflared service sudo tunnel

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Kimi k2 largest open source SOTA model?

news.ycombinator.com Unknown 2025-08-18 04:26:24

📰 Tech Blog | 📄 Paper Link (coming soon) 1. Model Introduction Kimi K2 is a state-of-the-art mixture-of-experts (MoE) language model with 32 billion activated parameters and 1 trillion total parameters. Trained with the Muon optimizer, Kimi K2 achieves exceptional performance across frontier knowledge, reasoning, and coding tasks while being meticulously optimized for agentic capabilities. Key Features Large-Scale Training: Pre-trained a 1T parameter MoE model on 15.5T tokens with zero train

Topics: acc kimi model shot tool

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Stem Cell Treatment to Reverse Hearing Loss Kicking Off in Human Patients

futurism.com Unknown 2025-08-18 04:15:43

Image by Getty / Futurism Developments The first-ever human trial exploring the use of stem cell therapy to reverse hearing loss is about to be under way, after getting the go-ahead from the UK’s Medicines and Healthcare products Regulatory Agency. Conducted by researchers from the University of Sheffield who formed their own spin-out company, the treatment targets sensorineural hearing loss, which is caused by physical damage to the tiny structures of the inner ear. In a nutshell, the treatm

Topics: cells ear hearing inner stem

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Cops say criminals use a Google Pixel with GrapheneOS — I say that’s freedom

androidauthority.com Unknown 2025-08-18 03:00:13

Calvin Wankhede / Android Authority Police in Spain have reportedly started profiling people based on their phones; specifically, and surprisingly, those carrying Google Pixel devices. Law enforcement officials in Catalonia say they associate Pixels with crime because drug traffickers are increasingly turning to these phones. But it’s not Google’s secure Titan M2 chip that has criminals favoring the Pixel — instead, it’s GrapheneOS, a privacy-focused alternative to the default Pixel OS. As som

Topics: android apps google grapheneos pixel

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This $99 discreet, subscription-free fitness band is a good budget Whoop tracker alternative

androidauthority.com Unknown 2025-08-18 04:30:11

Amazfit Helio Strap The Amazfit Helio Strap isn’t trying to be a high-powered training tool, but instead a comfortable, distraction-free fitness and health tracker that delivers solid wellness insights without the bloat of a screen or the burden of a subscription. If you're after a low-maintenance wearable that quietly does its job and lets you focus on your day, it’s a great value at $99. I’m a screen fiend as much as the next shopper, but that doesn’t mean I can’t appreciate a distraction-fre

Topics: amazfit heart helio strap tracker

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Show HN: DesignArena – crowdsourced benchmark for AI-generated UI/UX

news.ycombinator.com Unknown 2025-08-18 07:07:46

i Are we missing a model you want to see? Let us know.

Topics: know let missing model want

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Incus – Next-generation system container, application container, and VM manager

news.ycombinator.com Unknown 2025-08-17 20:36:30

What is Incus?¶ Incus is a next-generation system container, application container, and virtual machine manager. It provides a user experience similar to that of a public cloud. With it, you can easily mix and match both containers and virtual machines, sharing the same underlying storage and network. Incus is image based and provides images for a wide number of Linux distributions. It provides flexibility and scalability for various use cases, with support for different storage backends and

Topics: containers incus releases running virtual

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Latest Tech News

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

The Scourge of Arial (2001)

Myanmar’s proliferating scam centers

Tesla Makes a Desperate Move in Canada As Sales Collapse

How to scale RL to 10^26 FLOPs

Infisical (YC W23) Is Hiring DevRel Engineers

Five companies now control over 90% of the restaurant food delivery market

OpenCut: The open-source CapCut alternative

Today's Wordle Hints, Answer and Help for July 14, #1486

Species at 30 makes for a great guilty pleasure

Study warns of ‘significant risks’ in using AI therapy chatbots

The Amount of Electricity Generated From Solar Is Suddenly Unbelievable

5 features I don’t care about when buying a new phone

EA is reportedly hitting the brakes on the Need for Speed franchise

Best Satellite Internet Providers for July 2025

A new Martian climate model suggest a mostly cold, harsh environment

UK launches £500M package to support diverse, underrepresented investors and founders

New Video-Generating AI Trained 100 Percent on Public Domain Films

I tested an Android phone with a built-in smartwatch - my thoughts after a month

Hill Space: Neural nets that do perfect arithmetic (to 10⁻¹⁶ precision)

Everything We Know About the Interstellar Object 3I/ATLAS

Today's NYT Mini Crossword Answers for Sunday, July 13

I’ve been using Garmin watches for 5 years and just discovered this clever trick

Exposing a web service with Cloudflare Tunnel (2022)

Kimi k2 largest open source SOTA model?

Stem Cell Treatment to Reverse Hearing Loss Kicking Off in Human Patients

Cops say criminals use a Google Pixel with GrapheneOS — I say that’s freedom

This $99 discreet, subscription-free fitness band is a good budget Whoop tracker alternative

Show HN: DesignArena – crowdsourced benchmark for AI-generated UI/UX

Incus – Next-generation system container, application container, and VM manager

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