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Toroidal Logit Bias – Reduce LLM hallucinations 40% with no fine-tuning

https://github.com/Paraxiom/topological-coherence
1•slye514•1m ago•1 comments

Top AI models fail at >96% of tasks

https://www.zdnet.com/article/ai-failed-test-on-remote-freelance-jobs/
3•codexon•1m ago•1 comments

The Science of the Perfect Second (2023)

https://harpers.org/archive/2023/04/the-science-of-the-perfect-second/
1•NaOH•2m ago•0 comments

Bob Beck (OpenBSD) on why vi should stay vi (2006)

https://marc.info/?l=openbsd-misc&m=115820462402673&w=2
2•birdculture•5m ago•0 comments

Show HN: Glimpsh – exploring gaze input inside the terminal

https://github.com/dchrty/glimpsh
1•dochrty•6m ago•0 comments

The Optima-l Situation: A deep dive into the classic humanist sans-serif

https://micahblachman.beehiiv.com/p/the-optima-l-situation
1•subdomain•7m ago•0 comments

Barn Owls Know When to Wait

https://blog.typeobject.com/posts/2026-barn-owls-know-when-to-wait/
1•fintler•7m ago•0 comments

Implementing TCP Echo Server in Rust [video]

https://www.youtube.com/watch?v=qjOBZ_Xzuio
1•sheerluck•7m ago•0 comments

LicGen – Offline License Generator (CLI and Web UI)

1•tejavvo•10m ago•0 comments

Service Degradation in West US Region

https://azure.status.microsoft/en-gb/status?gsid=5616bb85-f380-4a04-85ed-95674eec3d87&utm_source=...
2•_____k•10m ago•0 comments

The Janitor on Mars

https://www.newyorker.com/magazine/1998/10/26/the-janitor-on-mars
1•evo_9•12m ago•0 comments

Bringing Polars to .NET

https://github.com/ErrorLSC/Polars.NET
3•CurtHagenlocher•14m ago•0 comments

Adventures in Guix Packaging

https://nemin.hu/guix-packaging.html
1•todsacerdoti•15m ago•0 comments

Show HN: We had 20 Claude terminals open, so we built Orcha

1•buildingwdavid•15m ago•0 comments

Your Best Thinking Is Wasted on the Wrong Decisions

https://www.iankduncan.com/engineering/2026-02-07-your-best-thinking-is-wasted-on-the-wrong-decis...
1•iand675•15m ago•0 comments

Warcraftcn/UI – UI component library inspired by classic Warcraft III aesthetics

https://www.warcraftcn.com/
1•vyrotek•17m ago•0 comments

Trump Vodka Becomes Available for Pre-Orders

https://www.forbes.com/sites/kirkogunrinde/2025/12/01/trump-vodka-becomes-available-for-pre-order...
1•stopbulying•18m ago•0 comments

Velocity of Money

https://en.wikipedia.org/wiki/Velocity_of_money
1•gurjeet•21m ago•0 comments

Stop building automations. Start running your business

https://www.fluxtopus.com/automate-your-business
1•valboa•25m ago•1 comments

You can't QA your way to the frontier

https://www.scorecard.io/blog/you-cant-qa-your-way-to-the-frontier
1•gk1•26m ago•0 comments

Show HN: PalettePoint – AI color palette generator from text or images

https://palettepoint.com
1•latentio•27m ago•0 comments

Robust and Interactable World Models in Computer Vision [video]

https://www.youtube.com/watch?v=9B4kkaGOozA
2•Anon84•30m ago•0 comments

Nestlé couldn't crack Japan's coffee market.Then they hired a child psychologist

https://twitter.com/BigBrainMkting/status/2019792335509541220
1•rmason•32m ago•1 comments

Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•33m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
2•Willingham•40m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
2•shervinafshar•41m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•46m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
10•mooreds•47m ago•4 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•48m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

2•pinkmuffinere•49m ago•1 comments
Open in hackernews

KEF: A file format for easy encryption/decryption of data

https://github.com/tpkarras/KEF
4•tpkarras•2mo ago

Comments

theamk•2mo ago
> Its intended purpose is to allow applications to be able to retrieve ranges of data without decrypting the entirety of the data.

So.. sounds like any block cipher then?

The wiki description is really confusing, so I wanted to look at unit tests to see what the sample data looks like. But there are no tests of any kind at all. In an encryption library. This should tell you everything you need to know about it.

tpkarras•2mo ago
Hi.

You're right, it is a block cipher. KEF how I designed it file format where all the relevant information (such as cipher information, the file size, MD5 checksum and mime content type, whether or not 2 or more passphrases are used and a number array containing the length of each file) is in the header itself.

The rest is basically information like the randomly generated Tag/IV is prepended to the encrypted data itself.

The plugin is using OpenSSL's encrypting function but theoretically, it can work with any encryption software that produces the Tag and the IV.

As for the ranges of data, this is basically the bytes that will be decrypted and sent to the user. This allows for web browsers that send range headers to receive the portion of data without decrypting the whole thing. If you're down to program the script of course.

Hope this helps.

EDIT: I am open to critique, I don't know how to describe the functionality of my plugin. I am researching on how to include unit tests.