frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

The power of box dimension attacks on the Epstein files

2•fusionlove•2h ago
A box dimension attack involves finding possible likely strings that would fit exactly under a redaction box.

The constraints are the number of characters, variable kerning, and any spacing or line break decisions made by the word processing software.

Use of a variable-width font massively prunes the search space, since far fewer strings will match redaction box length pixel-perfectly.

Suggesting matching solutions requires a forward model of the string to pixel transformation, and a probabilistic model assigning probabilities to redacted strings. The forward model requires domain knowledge of the word processing software's kerning and layout process. It should also take into account the redaction process (do boxes exactly cover redacted text and is there noise in their lengths?). The probabilistic model looks at the known text and predicts the redacted text. A transformer (large language model, with or without contextual fine-tuning) would be perfect for this.

If we guess some redactions and use them to predict other redactions, we have another huge search space problem, but it is highly parallelisable. However, evaluating the joint probability of matches across multiple redactions greatly reduces the probability of false matches, making any discovered solutions more convincing.

This requires some programming, however as far as I can see it has not been implemented in the public domain. I would imagine that well-resourced intelligence organisations have already had access to approaches like this for some years, and that black boxes will soon be seen as an ineffective approach to redaction.

https://www.schneier.com/blog/archives/2024/03/using-llms-to-unredact-text.html

https://arxiv.org/pdf/2206.02285

Limewire Re-Emerges in Online Rush to Share Pulled News Segment

https://arstechnica.com/tech-policy/2025/12/yo-what-limewire-re-emerges-in-online-rush-to-share-p...
2•master_crab•2m ago•0 comments

AMD Strix Halo vs. Nvidia DGX Spark

https://www.theregister.com/2025/12/25/amd_strix_halo_nvidia_spark/
1•matt-p•2m ago•0 comments

Show HN: Mole – Deep clean and optimize your Mac

https://github.com/tw93/Mole
1•orbanlevi•5m ago•0 comments

Steve Yegge's Vibe Coding Manifesto:Why Claude Code Isnt It;What Comes After IDE [video]

https://www.youtube.com/watch?v=zuJyJP517Uw
1•Tsarp•6m ago•0 comments

Show HN: Dokimos – LLM evaluation framework for Java

https://github.com/dokimos-dev/dokimos
1•fkapsahili•7m ago•0 comments

Better-captcha: Framework-agnostic wrappers for a bunch of captcha providers

https://github.com/LuggaPugga/better-captcha
1•thunderbong•10m ago•0 comments

Can you draw a perfect circle using your mouse?

https://makeperfectcircle.vercel.app/
1•haebom•10m ago•0 comments

Flame Graphs vs. Tree Maps vs. Sunburst (2017)

https://www.brendangregg.com/blog/2017-02-06/flamegraphs-vs-treemaps-vs-sunburst.html
1•gudzpoz•14m ago•0 comments

Show HN: Ducky – AI for the thinking parts of engineering

https://www.withducky.com/
1•adiadd•16m ago•0 comments

Cows painted with zebra-like striping can avoid biting fly attack (2019)

https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0223447
1•ColinWright•17m ago•0 comments

Show HN: I built a recovery app after 8 years of sobriety

https://leo-recovery.com/
1•Leo_Melni•21m ago•0 comments

The AI Revolution Needs Plumbers

https://indiadispatch.com/p/indian-it-firms-are-doing-fine
1•twapi•21m ago•0 comments

RAII Guards and Newtypes in Rust

https://benjamincongdon.me/blog/2025/12/23/RAII-Guards-and-Newtypes-in-Rust/
1•bo0tzz•21m ago•0 comments

A16Z big ideas 2026: Part 1

https://a16z.com/newsletter/big-ideas-2026-part-1/
1•hubraumhugo•23m ago•0 comments

Ask HN: Would you hire someone who codes only using agents?

1•grandimam•28m ago•1 comments

Why Did the World Get So Ugly? – Alain de Botton

https://podcasts.apple.com/de/podcast/within-reason/id1458675168
1•szemy2•33m ago•1 comments

The Year in Computer Science

https://www.quantamagazine.org/the-year-in-computer-science-20251216/
1•pykello•34m ago•0 comments

Critic: Code Inspection System in Opera Software (2019?)

https://sudonull.com/post/135595
1•todsacerdoti•34m ago•0 comments

Show HN: Code webapps like it is 2010 – with agents & modern tech. A starter

https://github.com/tom-010/boring-stack
1•tom010•35m ago•0 comments

Cursed Bundler: Using go get to install Ruby Gems

https://nesbitt.io/2025/12/25/cursed-bundler-using-go-get-to-install-ruby-gems.html
3•SPBS•39m ago•0 comments

My Journey to a NixOS Router

https://chrisdell.info/my-journey-to-a-nixos-router/
1•cjdell•39m ago•0 comments

Schleps All the Way Down

https://www.saeedreza.com/notes/schleps-all-the-way-down
1•srabeat•45m ago•0 comments

Show HN: SVT – A fast terminal image viewer with sxiv-like keybindings

https://github.com/kan-bayashi/svt
1•kan-bayashi•45m ago•0 comments

Update on my journey toward the Rust compiler team

https://old.reddit.com/r/rust/comments/1pw5i9y/4_months_later_update_on_my_journey_toward_the/
2•nhatcher•47m ago•1 comments

Google is letting users swap out Gmail addresses without losing their data

https://www.latimes.com/business/story/2025-12-26/google-will-let-users-swap-out-gmail-addresses-...
2•not4uffin•49m ago•0 comments

NyroDB – Universal rust database engine, model based, fast

https://github.com/TheRemyyy/nyro-db
1•TheRemyyy•50m ago•1 comments

Tourism Crisis Hits the United States in 2025 as International Visitor Plunge

https://www.travelandtourworld.com/news/article/tourism-crisis-hits-the-united-states-in-2025-as-...
3•mindracer•53m ago•0 comments

You can't design software you don't work on

https://www.seangoedecke.com/you-cant-design-software-you-dont-work-on/
2•todsacerdoti•54m ago•0 comments

What condition one in Antarctica looks like [video]

https://www.youtube.com/shorts/Cq7GB1vp5dw
2•keepamovin•54m ago•0 comments

Aged care centre confronts racism with cultural celebrations

https://www.abc.net.au/news/2025-12-25/aged-care-centre-starts-cultural-celebrations-to-address-r...
1•Tomte•55m ago•0 comments