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MemAlign: Building Better LLM Judges from Human Feedback with Scalable Memory

https://www.databricks.com/blog/memalign-building-better-llm-judges-human-feedback-scalable-memory
1•superchink•47s ago•0 comments

CCC (Claude's C Compiler) on Compiler Explorer

https://godbolt.org/z/asjc13sa6
1•LiamPowell•2m ago•0 comments

Homeland Security Spying on Reddit Users

https://www.kenklippenstein.com/p/homeland-security-spies-on-reddit
2•duxup•5m ago•0 comments

Actors with Tokio (2021)

https://ryhl.io/blog/actors-with-tokio/
1•vinhnx•6m ago•0 comments

Can graph neural networks for biology realistically run on edge devices?

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•18m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•20m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
2•savrajsingh•21m ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•23m ago•2 comments

A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
3•tejonutella•27m ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•31m ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•34m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•39m ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
1•rolph•44m ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•45m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•50m ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•51m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•55m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
34•chwtutha•55m ago•6 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
4•osnium123•56m ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•57m ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•1h ago•1 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•1h ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•1h ago•0 comments

Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•1h ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
4•thread_id•1h ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
1•geeknews•1h ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•1h ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
2•paladin314159•1h ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•1h ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•1h ago•0 comments
Open in hackernews

Anonymous Age Verification Demo

https://app.hornpub.click
2•jwally•4mo ago

Comments

jwally•4mo ago
As a father of three, I think a lot about online safety. Kids need protection, but current age verification mandates are creating a dangerous precedent—not because of their goal, but because of how they’re being implemented.

Texas SB1181 and similar laws in other states require age verification for adult content. The intention is sound. The execution is problematic.

*Today’s verification methods are:*

• Expensive ($0.31–$1.53 per user)

• Privacy-invasive (require uploading government IDs)

• Easily weaponized (complex compliance makes selective enforcement trivial)

Make something costly and risky enough, and you’ve created a de facto ban without ever saying the word.

*There’s a better way.*

I’ve built a demo using passkeys and banks’ existing KYC infrastructure. Banks already verify your age when you open an account. My system lets them attest “this person is 18+” without knowing where you’re going or what you’re accessing.

*Live demo:*

https://app.hornpub.click (a mock bar & grill site)

*Video walkthrough:* https://m.youtube.com/watch?v=MmcUJ5u65Q0

The bank sees: “User needs age attestation”

The site sees: “Valid attestation from trusted institution”

Nobody sees: “John Smith, age 34, visited this specific website”

*Why this matters:*

Age verification isn’t going away. If we don’t build privacy-preserving solutions now, we’ll normalize surveillance infrastructure that gets repurposed for far more than protecting kids.

We can verify age without building databases of who visits which sites. We can protect children without creating tools for censorship. We can meet legitimate safety goals without sacrificing privacy as the cost of access.

If you see flaws in this approach or have ideas to improve it, I genuinely want to hear them. This problem deserves better solutions than we’re currently deploying. h

Bender•4mo ago
In my opinion an anonymous age verification can not involve a third party in any way. There will be leaks, either because of unforeseen design limitations or due to bad implementations.

The only true anonymous age verification would be simply adding an RTA header [1] to the server/URL and then have laws requiring common user-agents look for said header. An intern could add the check that triggers parental controls at each browser company. Not perfect, nothing is but there are no third parties involved. Tablets and phones can be locked down so that small children can not add new user-agents or change configurations. Teens can and will bypass anything. Teens stream porn and pirated movies in video games rated PG today and that will always be a thing.

For what it's worth, I think it's cool that you created something to give corporations more options. No harm in more options.

[1] - https://www.rtalabel.org/index.php?content=howtofaq#single

jwally•4mo ago
I'm not as concerned with preventing kids from accessing adult materials. Thats what parents are for. My main driver here is to offer a free counter punch to tx sb 1181.

Making adult sites verify age with expensive and leaky third parties. Bad. My proposal is free, and helps to take the sting away from being required to perform age verification.

And, its shovel ready now.