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Will you notice this ad? New AI model predicts attention from content context

https://techxplore.com/news/2026-02-ad-ai-attention-content-context.html
1•PaulHoule•1m ago•0 comments

Serde.zig – Format-agnostic serialization for Zig using comptime

https://github.com/OrlovEvgeny/serde.zig
1•owen-orlov•2m ago•1 comments

New Research Reassesses the Value of Agents.md Files for AI Coding

https://www.infoq.com/news/2026/03/agents-context-file-value-review/
1•OutOfHere•3m ago•1 comments

Windows Support for FrankenPHP: It's Finally Alive

https://dunglas.dev/2026/03/windows-support-for-frankenphp-its-finally-alive/
1•OliverWich•3m ago•0 comments

Show HN: Film Finder – Solving decision paralysis and fatigue

https://apps.apple.com/gb/app/film-finder-discover-movies/id1625393761
1•samuel_csv•4m ago•0 comments

Reflections on Vibecoding Ticket.el

https://blogsystem5.substack.com/p/vibecoding-ticket-el
1•todsacerdoti•4m ago•0 comments

Jack Dorsey Is Ready to Explain the Block Layoffs

https://www.wired.com/story/jack-dorsey-explains-block-layoffs/
1•mooreds•5m ago•0 comments

Is there a Gresham's Law for information? (2006)

https://confusedofcalcutta.com/2006/08/29/is-there-a-greshams-law-for-information/
1•greyface-•6m ago•0 comments

Hack Club is hiring 40 teenagers on a paid gap year

https://manifesto.hackclub.com/
1•sadeshmukh•6m ago•0 comments

Cursor Goes to War for AI Coding Dominance

https://www.forbes.com/sites/annatong/2026/03/05/cursor-goes-to-war-for-ai-coding-dominance/
1•jsk2600•7m ago•0 comments

Easy AI job resume builder

https://resume-forge-production.up.railway.app
1•drxgos•8m ago•1 comments

US regulators say banks won't face extra capital charges on tokenized securities

https://www.reuters.com/legal/government/us-regulators-say-banks-wont-face-extra-capital-charges-...
1•speckx•8m ago•0 comments

Show HN: I made a free list of 100 places where you can promote your app

https://launchdirectories.com
1•rosennn•9m ago•0 comments

Auto-Saves Instagram Stories Before They Disappear

https://story-vault-seven.vercel.app/
1•mtndev•10m ago•2 comments

CO2 Emissions

https://ourworldindata.org/co2-emissions
1•pinkmuffinere•10m ago•1 comments

Auto-Saves Instagram Stories Before They Disappear

https://www.indiehackers.com/post/auto-saves-instagram-stories-before-they-disappear-275a305b22
1•mtndev•12m ago•0 comments

Show HN: Aporium AI – a study app that refuses to give you answers

https://aporium-ai.com/
1•kenandervisagic•13m ago•0 comments

Nintendo directly sues U.S. Government over tariffs

https://hanafuda.report/articles/nintendo-directly-sues-u-s-government-over-tariffs/
4•brandrick•13m ago•0 comments

LVGL Kft switches to freemium; closes lv_xml module

https://forum.lvgl.io/t/xml-engine-further-plan/23587
1•bobmcnamara•13m ago•2 comments

Show HN: Rental Property Deal Analyzer – 20 metrics, deal scoring, AI analysis

https://rental-property-deal-analyzer.onrender.com
1•bkapu•14m ago•0 comments

David J. Farber, Known as the 'Grandfather of the Internet,' Dies at 91

https://www.wsj.com/tech/david-j-farber-dies-at-91-99a23aca
1•sonabinu•15m ago•1 comments

Evaluating Godot (2023)

https://caseyyano.com/on-evaluating-godot-b35ea86e8cf4
2•Trung0246•15m ago•0 comments

Lawyer's Open Software Reading List

https://blueoakcouncil.org/lawyer-reading-list
2•themaxdavitt•16m ago•0 comments

Labor market impacts of AI: A new measure and early evidence [pdf]

https://cdn.sanity.io/files/4zrzovbb/website/3f7fd9d552e66269bdb108e207c5d80531d04b8b.pdf
2•pseudolus•16m ago•0 comments

Linkhut: A Social Bookmarking Site

https://ln.ht
3•Imustaskforhelp•16m ago•0 comments

Ask/Show HN: Low margin B2C product in a crowded market. What to do?

https://bookmadeforyou.com
2•warrenronsiek•18m ago•1 comments

Pentagon names former DOGE employee Gavin Kliger as new chief data officer

https://defensescoop.com/2026/03/06/doge-dod-gavin-kliger-new-pentagon-chief-data-officer/
3•anigbrowl•19m ago•0 comments

Claude Code [Beta] for Intellij

https://plugins.jetbrains.com/plugin/27310-claude-code-beta-
3•dgs_sgd•19m ago•0 comments

Boosting the Tesla tower strike energy

https://www.youtube.com/watch?v=RoGbrgOhPes
2•louwrentius•20m ago•0 comments

Making music on the TI graphing calculator

https://cdm.link/making-music-on-the-ti-82/
3•harmoni-pet•21m ago•0 comments
Open in hackernews

Tell HN: OpenClaw is getting ~75 pull requests an hour

5•petetnt•8h ago
Someone mentioned in a previous HN thread related to the topic this week that OpenClaw had absolute staggering amount of issues and pull requests open.

https://github.com/openclaw/openclaw/pulls

I have been following the repo this week and it seems that the situation has only accelerated. In the beginning of the week the repo was getting around 25 PRs per hour, now the rate is closer to 100 per hour.

I haven't pulled accurate statistics, but quick look and napkin math shows that this is hundreds of thousands lines of code sent to review every day. With the struggling GitHub tooling you can see that so far in the past 7 days 4663 PRs were opened, and 653 of those were merged, generating around quarter a million added lines. This month (1.-6.3.) the project has consumed 765031 build minutes, 531 days worth of compute. And like mentioned, this is only accelerating daily.

What do you think about this future of open source software development?

Comments

Horos•8h ago
Something worth sitting with, rather than a conclusion:

As PR velocity reaches this scale — 100 per hour, hundreds of thousands of lines a day — I find myself wondering about the collective immune system side of this.

If we're not yet organized around injection and obfuscation at the community level, PR saturation itself becomes a distinguishable attack vector — and not just for backdoors.

Two distinct risks worth separating:

Offensive saturation: flood a competitor or a fast-moving startup with automated PRs. Their human review bandwidth collapses. Real community contributions drown in noise. The project slows, maintainers burn out, momentum dies. No backdoor needed — attrition is enough.

Forced opening: a project overwhelmed by volume lowers its review standards to survive. It merges faster, checks less. The saturation wasn't meant to block — it was meant to open. Once standards drop, real injection becomes trivial.

The unsettling part: this vector requires no particular skill, is already available, and is organically indistinguishable from legitimate viral growth. To envision an open source that survives AI, maybe we need to envision an open source AI that protects open source.

Genuinely curious if others are thinking about this, and whether anyone has seen serious work in this direction already.

gus_massa•8h ago
Too lazy to look.

How many are duplicates? How many are good?

I guess open source will be fine, but I'm worry that new contributors will have a hard time to get notices in the sea of automatic pull requests.

Horos•7h ago
And to put it plainly: we won't be able to manage LLM-generated contributions without LLMs. It's physically impossible at this scale.

Which means the immune system has to be built from the same substrate as the threat. The question isn't whether to use AI for review — it's whether that review layer will be open, distributed, and community-owned, or closed, centralized, and controlled by whoever gets there first.

But there's a layer above that which is easy to skip over: human supervision.

Not line-by-line review — that's already gone. What remains is supervision of curated logs, at ratios that might look something like 1 in 10^10. The human role is no longer technical production. It's oversight. And that's a genuinely new function that we don't have good tools for yet.

The flow is perpetual. It doesn't stop, it doesn't slow down, it only accelerates. Which means we'll need to build tooling specifically designed to absorb volume, abstract it into supervisable signals, and train us to work at that level of abstraction — where the unit of human attention is no longer a line of code or a PR, but a pattern across millions of automated actions.

Automation isn't the threat to manage. It's the only viable response to production at this frequency. The question is whether we build the abstraction layer deliberately, as a community, before someone builds it for us.