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Ask HN: In the new AI world, what's the best way to review code?

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
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AI Dividend: Economy of the Near Future

Article URL: https://robotpaidmoose.com/ Comments URL: https://news.ycombinator.com/item?id=50077204 Points: 3 # Comments: 1
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The UAE embraces AI for kindergartners

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
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Show HN: Parsimony – an open-source benchmark for how much code AI models add

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...
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How to engineer an AI harness for game development

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
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Redesigning source control at Anthropic

Article URL: https://www.anthropic.com/engineering/redesigning-source-control Comments URL: https://news.ycombinator.com/item?id=50073633 Points: 239 # Comments: 211
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Gemini 4 Argon

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
HackerNews

Gemini 4 Argon for Robotics

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
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Show HN: How Random Are You?

Article URL: https://lab.specr.net/rigged-draw/ Comments URL: https://news.ycombinator.com/item?id=50074909 Points: 40 # Comments: 19
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Coris (YC S22) Is Hiring Back End Engineer

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
HackerNews

Show HN: XY Music Notation

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...
HackerNews

A plea not to use uv-build

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
HackerNews

Show HN: Guitoro, a virtual guitar you strum with your keyboard

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
🌍 TheVerge

Getty Images is going private after failed Shutterstock merger

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 […]
🌍 TheVerge

Watch Apple’s reveal video for the HomeView

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 […]
🌍 TheVerge

Where to preorder the new Apple TV 4K

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 […]
🌍 TheVerge

Discovery Plus is getting more expensive

Discovery Plus is raising prices across its ad-free and ad-supported plans. Starting Tuesday, the ad-supported plan will go from $5.99 to $6.99 / month, while the ad-free tier will jump from $9.99 to $11.99 / month. The price hike comes just one week after Paramount closed its acquisition of Warner Bros. Discovery, which owned Discovery […]
🌍 TheVerge

DLSS 5 gets toned down for its Hogwarts Legacy debut next month

When Nvidia originally showed off DLSS 5 earlier this year, the technology immediately got branded as gen AI for video games. To gamers, Nvidia had lost the plot. I personally couldn't get over how faces were transformed using DLSS 5. The 15-year-old student from Hogwarts Legacy suddenly looked much older, and Grace from Resident Evil […]
🌍 TheVerge

Apple’s HomePod Mini 2 is available to preorder

After nearly six years, Apple debuted a new, improved HomePod Mini. The $149 HomePod Mini 2 will launch on Friday, October 30th, and you can place a preorder now through Apple. The speaker includes the S10 chip, which debuted in the Apple Watch Series 10, and it can power a host of features. It will […]
🌍 TheVerge

Epic shifts to ‘AI-accelerated development’ for upcoming Disney game

Epic Games plans to use AI to generate code and art for an unannounced Disney game, which is now delayed from its original March release window, according to a report from Bloomberg. The project's developers have been given an "AI-first" mandate directing them to use tools like Anthropic's Claude more to finish the game. According […]