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Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•2m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•3m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•7m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
2•throwaw12•9m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•9m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•10m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•12m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•15m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
1•andreabat•18m ago•0 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
1•mgh2•24m ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•25m ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•31m ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•32m ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
1•lifeisstillgood•33m ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•35m ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•37m ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•38m ago•0 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•40m ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•43m ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•44m ago•0 comments

Ed Zitron: The Hater's Guide to Microsoft

https://bsky.app/profile/edzitron.com/post/3me7ibeym2c2n
2•vintagedave•47m ago•1 comments

UK infants ill after drinking contaminated baby formula of Nestle and Danone

https://www.bbc.com/news/articles/c931rxnwn3lo
1•__natty__•48m ago•0 comments

Show HN: Android-based audio player for seniors – Homer Audio Player

https://homeraudioplayer.app
3•cinusek•48m ago•2 comments

Starter Template for Ory Kratos

https://github.com/Samuelk0nrad/docker-ory
1•samuel_0xK•50m ago•0 comments

LLMs are powerful, but enterprises are deterministic by nature

2•prateekdalal•53m ago•0 comments

Make your iPad 3 a touchscreen for your computer

https://github.com/lemonjesus/ipad-touch-screen
2•0y•58m ago•1 comments

Internationalization and Localization in the Age of Agents

https://myblog.ru/internationalization-and-localization-in-the-age-of-agents
1•xenator•58m ago•0 comments

Building a Custom Clawdbot Workflow to Automate Website Creation

https://seedance2api.org/
1•pekingzcc•1h ago•1 comments

Why the "Taiwan Dome" won't survive a Chinese attack

https://www.lowyinstitute.org/the-interpreter/why-taiwan-dome-won-t-survive-chinese-attack
2•ryan_j_naughton•1h ago•0 comments

Xkcd: Game AIs

https://xkcd.com/1002/
2•ravenical•1h ago•0 comments
Open in hackernews

Ask HN: When AI writes and reviews code, what do humans do?

1•pomarie•8mo ago
I’m noticing more and more teams are using cubic (an code reviewer – I’m the founder) to review PRs written by AIs (eg. Devin, Codex…).

Some teams already run an entirely AI-driven pipeline where AI writes the code, reviews it, and humans just click Merge at the end.

Interestingly, the AI reviewer often finds errors in AI-generated code. For now, AIs can review AIs code with OK results – probably better than a junior-mid level dev.

Qs:

1. Traditionally, code reviews are how junior developers learn. Have you noticed changes in how they learn since codegen has become a thing?

2. Society expects self-driving cars to be dramatically safer (e.g. 10x better) before accepting them. Do you expect similar standards from AI code reviewers, or is slightly better than human good enough?

3. As AI surpass humans at writing and reviewing code (at least for technical correctness), how do you see the role of code reviews changing?

4. Philosophically, do you think code generation AIs will ever become so effective that specialized AI code reviewers won’t find any issues?

Comments

PaulHoule•8mo ago
Personally I would tolerate AI code reviews if they picked up, say, 50% of quality issues and didn’t waste my time much with BS.
ben_w•8mo ago
For #1, code review hasn't really existed long enough to be a "tradition" — everyone does this differently.

For example, my internship was "here's a book on python, get some stuff done"; and my first few jobs out of university included one where I had exactly one mentor review my code for a few months before they left, a second where I was the only person who knew how the platform worked, and a third where my theoretical peer was someone who refused to listen or share knowledge. And all that was about 15 years ago.

For #2, society has weird risk responses. It's not that we "expect" self-driving cars to be 10x better, it's that we need them to be 10x better just to feel as if the risk is the same when we're not in the driving seat.

Code generation doesn't need this.

Bluntly, most managers don't have much reason to care about code quality already — I suspect many categorise us devs talking about "technical debt" (and similar) in the same way they categorise free yoga classes and table tennis sets in the office: a cost of hiring devs, but not a real business requirement.

For #3, when they're better in general, all bets are off. It's like chess engines: we go from being in control, to helping spot mistakes, to just getting in the way because we "hallucinated" something that wasn't really a consequence of the code or of the ticket or etc.

For #4, we will always find fault, but it will become asymptomatically rare for the faults we find to be both real and not merely aesthetic.