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I've used SSH tools for years and didn't really plan on building yet another SSH client, but I ended up building one the way I wanted. Hatoba is a desktop SSH client for Windows, Linux and macOS. It's written in Rust with Tauri 2 and MIT licensed. Each terminal has an AI assistant panel next to it. You describe the problem, and it reads the terminal screen, runs commands, types into the shell, and reads, edits and searches files on the host to find the cause and fix it. You can approve every com...

LLM routers can optimize for different factors like price, latency, quality, etc. Enterprises tend to have prepaid AI credits, minimum-spend agreements, cloud commitments, or commercial ceilings across OpenAI, Anthropic, AWS, Azure, and other providers. We’ll call these “AI commits”. This project is designed to consider the state of an enterprises’ current AI commits and use it to inform LLM routing decisions alongside other common variables (price, performance, etc.). This is an early PoC buil...

Article URL: https://www.youtube.com/watch?v=qcWOvPLFXgg Comments URL: https://news.ycombinator.com/item?id=50076605 Points: 4 # Comments: 0

Article URL: https://www.infoworld.com/article/4233357/ai-distrust-is-githubs-opportunity.html Comments URL: https://news.ycombinator.com/item?id=50076691 Points: 3 # Comments: 0

Article URL: https://sakana.ai/ Comments URL: https://news.ycombinator.com/item?id=50076712 Points: 3 # Comments: 0

Just as title says, in the world of ai accelerated code production, when you're in charge of a repo or project, how do you usually look at code from proposed changes ? I'm interested to find what your workflows look like these days. Comments URL: https://news.ycombinator.com/item?id=50076985 Points: 2 # Comments: 3

Article URL: https://robotpaidmoose.com/ Comments URL: https://news.ycombinator.com/item?id=50077204 Points: 3 # Comments: 1

Article URL: https://corextrader.com Comments URL: https://news.ycombinator.com/item?id=50077221 Points: 2 # Comments: 0

Article URL: https://restofworld.org/2026/uae-mandates-k12-ai-education-schools/ Comments URL: https://news.ycombinator.com/item?id=50077344 Points: 1 # Comments: 0

Existing benchmarks measure solve rate and token output/cost, but don't punish excess code, which makes a codebase harder to work with in the long term. I wanted to measure this since it matters most for long-term projects. Method: it takes the patches that benchmarks already publish (DeepSWE, SWE-bench Verified, SWE-bench Live) and counts "coding units": syntax elements like statements, calls, names and literals. I didn't use lines of code, so cramming code isn't rewarded. Deleted code is subtr...

Article URL: https://kylekukshtel.com/ai-harness-engineering-game-development-claude-code Comments URL: https://news.ycombinator.com/item?id=50072120 Points: 69 # Comments: 23

https://www.apple.com/safari/switch/ Comments URL: https://news.ycombinator.com/item?id=50072286 Points: 80 # Comments: 127

Article URL: https://ourworldindata.org/data-insights/electricity-generation-per-person-in-the-united-kingdom-has-fallen-by-a-third-from-its-early-2000s-peak Comments URL: https://news.ycombinator.com/item?id=50072994 Points: 88 # Comments: 71

Article URL: https://www.anthropic.com/engineering/redesigning-source-control Comments URL: https://news.ycombinator.com/item?id=50073633 Points: 239 # Comments: 211

See also: Gemini 4 Argon for Robotics - https://news.ycombinator.com/item?id=50074869 Comments URL: https://news.ycombinator.com/item?id=50073879 Points: 620 # Comments: 513

Article URL: https://ua.news/en/world/kiberataka-zupinila-budivnitstvo-tuneliu-mizh-daniieiu-ta-nimechchinoiu-rmf24 Comments URL: https://news.ycombinator.com/item?id=50074289 Points: 130 # Comments: 108

Main thread: Gemini 4 Argon - https://news.ycombinator.com/item?id=50073879 Comments URL: https://news.ycombinator.com/item?id=50074869 Points: 119 # Comments: 23

Article URL: https://lab.specr.net/rigged-draw/ Comments URL: https://news.ycombinator.com/item?id=50074909 Points: 40 # Comments: 19

Article URL: https://www.ycombinator.com/companies/coris/jobs/h0nDly8-backend-engineer-ai-native-risk-infrastructure-integrations Comments URL: https://news.ycombinator.com/item?id=50074969 Points: 0 # Comments: 0

I've been playing around with a new kind of isomorphic music keyboard that uses a base-12 notation, and wanted some sheet music to learn some new music for it. The idea is to represent each note in 12-TET as a number, so N ∈ (0,1,2,3,4,5,6,7,8,9,X,Y). I used codex to build a music score rendering backend based on MuseScore with custom note heads that display the pitch class of each note. I've found it pretty helpful for learning how to play my own instrument, so wanted to share in case anyone e...

Catches unsafe types, duplicate code, and low-value tests. Comments URL: https://news.ycombinator.com/item?id=50075809 Points: 7 # Comments: 1

Article URL: https://blogs.gentoo.org/mgorny/2026/10/12/a-plea-not-to-use-uv-build/ Comments URL: https://news.ycombinator.com/item?id=50076048 Points: 37 # Comments: 20

Article URL: https://xbow.com/labs/research/zero-to-calc-in-six-days-inside-xbow-chrome-full-chain Comments URL: https://news.ycombinator.com/item?id=50076503 Points: 11 # Comments: 1

Guitoro is a free browser guitar using recordings of real instruments. You can strum with your keyboard, mouse, or touchscreen, choose acoustic, classical, electric guitar or bass, and see chord fingering and each stroke. Song practice can be slowed to 20%, and there are free chord tools and tuners. No signup or download. I would love feedback on how the strumming feels and sounds. Comments URL: https://news.ycombinator.com/item?id=50077020 Points: 11 # Comments: 2

I got an early glimpse of Apple’s biggest push into the smart home in years.

With customizable “faces,” this 7-inch smart display is a unique hybrid between an iPhone and an Apple Watch.

The team behind director Takashi Yamazaki’s new film created their kaiju roars by setting up speakers on top of an outdoor dam. The people walking by weren’t prepared for what they heard.

Getty Images intends to file for bankruptcy and go private as part of a restructuring agreement after its plans to merge with rival stock platform Shutterstock fell through earlier this year. On Monday, Getty announced it had secured $533 million from the Getty family and Charles Koch's investment firm to cut its debt and take […]

Apple just announced its long-rumored smart home hub, the HomeView, during its "Welcome Home" event taking place today. As part of the event, it showed a video featuring the new device, and if you want to see it for yourself, you can watch it right here. The HomeView is a 7-inch square display. It costs […]

Apple debuted its latest Apple TV 4K - its first in four years - and it'll be available starting Friday, November 13th. It's powerful, with the A19 chip (the now-discontinued 2022 model has the A15 Bionic), plus a dedicated AV1 decoder, and it features better wireless connectivity than its predecessor, too. Siri AI is a […]