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Token-to-Credit Conversion: Avoiding Floating-Point Errors in AI Billing Systems

https://app.writtte.com/read/kZ8Kj6R
1•lasgawe•30s ago•1 comments

The Story of Heroku (2022)

https://leerob.com/heroku
1•tosh•49s ago•0 comments

Obey the Testing Goat

https://www.obeythetestinggoat.com/
1•mkl95•1m ago•0 comments

Claude Opus 4.6 extends LLM pareto frontier

https://michaelshi.me/pareto/
1•mikeshi42•2m ago•0 comments

Brute Force Colors (2022)

https://arnaud-carre.github.io/2022-12-30-amiga-ham/
1•erickhill•4m ago•0 comments

Google Translate apparently vulnerable to prompt injection

https://www.lesswrong.com/posts/tAh2keDNEEHMXvLvz/prompt-injection-in-google-translate-reveals-ba...
1•julkali•5m ago•0 comments

(Bsky thread) "This turns the maintainer into an unwitting vibe coder"

https://bsky.app/profile/fullmoon.id/post/3meadfaulhk2s
1•todsacerdoti•6m ago•0 comments

Software development is undergoing a Renaissance in front of our eyes

https://twitter.com/gdb/status/2019566641491963946
1•tosh•6m ago•0 comments

Can you beat ensloppification? I made a quiz for Wikipedia's Signs of AI Writing

https://tryward.app/aiquiz
1•bennydog224•7m ago•1 comments

Spec-Driven Design with Kiro: Lessons from Seddle

https://medium.com/@dustin_44710/spec-driven-design-with-kiro-lessons-from-seddle-9320ef18a61f
1•nslog•7m ago•0 comments

Agents need good developer experience too

https://modal.com/blog/agents-devex
1•birdculture•9m ago•0 comments

The Dark Factory

https://twitter.com/i/status/2020161285376082326
1•Ozzie_osman•9m ago•0 comments

Free data transfer out to internet when moving out of AWS (2024)

https://aws.amazon.com/blogs/aws/free-data-transfer-out-to-internet-when-moving-out-of-aws/
1•tosh•10m ago•0 comments

Interop 2025: A Year of Convergence

https://webkit.org/blog/17808/interop-2025-review/
1•alwillis•11m ago•0 comments

Prejudice Against Leprosy

https://text.npr.org/g-s1-108321
1•hi41•12m ago•0 comments

Slint: Cross Platform UI Library

https://slint.dev/
1•Palmik•16m ago•0 comments

AI and Education: Generative AI and the Future of Critical Thinking

https://www.youtube.com/watch?v=k7PvscqGD24
1•nyc111•16m ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•17m ago•0 comments

Moltbook isn't real but it can still hurt you

https://12gramsofcarbon.com/p/tech-things-moltbook-isnt-real-but
1•theahura•21m ago•0 comments

Take Back the Em Dash–and Your Voice

https://spin.atomicobject.com/take-back-em-dash/
1•ingve•21m ago•0 comments

Show HN: 289x speedup over MLP using Spectral Graphs

https://zenodo.org/login/?next=%2Fme%2Fuploads%3Fq%3D%26f%3Dshared_with_me%25253Afalse%26l%3Dlist...
1•andrespi•22m ago•0 comments

Teaching Mathematics

https://www.karlin.mff.cuni.cz/~spurny/doc/articles/arnold.htm
2•samuel246•25m ago•0 comments

3D Printed Microfluidic Multiplexing [video]

https://www.youtube.com/watch?v=VZ2ZcOzLnGg
2•downboots•25m ago•0 comments

Abstractions Are in the Eye of the Beholder

https://software.rajivprab.com/2019/08/29/abstractions-are-in-the-eye-of-the-beholder/
2•whack•25m ago•0 comments

Show HN: Routed Attention – 75-99% savings by routing between O(N) and O(N²)

https://zenodo.org/records/18518956
1•MikeBee•25m ago•0 comments

We didn't ask for this internet – Ezra Klein show [video]

https://www.youtube.com/shorts/ve02F0gyfjY
1•softwaredoug•26m ago•0 comments

The Real AI Talent War Is for Plumbers and Electricians

https://www.wired.com/story/why-there-arent-enough-electricians-and-plumbers-to-build-ai-data-cen...
2•geox•29m ago•0 comments

Show HN: MimiClaw, OpenClaw(Clawdbot)on $5 Chips

https://github.com/memovai/mimiclaw
1•ssslvky1•29m ago•0 comments

I Maintain My Blog in the Age of Agents

https://www.jerpint.io/blog/2026-02-07-how-i-maintain-my-blog-in-the-age-of-agents/
3•jerpint•29m ago•0 comments

The Fall of the Nerds

https://www.noahpinion.blog/p/the-fall-of-the-nerds
1•otoolep•31m ago•0 comments
Open in hackernews

Magnetic Tape Storage Technology: usage, history, and future outlook

https://dl.acm.org/doi/10.1145/3708997
52•matt_d•7mo ago

Comments

johnklos•7mo ago
Most of the people who parrot the "tape is dead" stuff haven't used tape.

When it comes to the reliability of putting something on a shelf, then pulling it off twenty years later, tape still is better than everything else.

amelius•7mo ago
Yes, definitely true. And maybe they are even more relevant now because of all the data needed for deep learning.

However, the drives are expensive. This industry is in dire need of disruption.

rowanG077•7mo ago
Yep since IBM has the monopoly they have been squeezing everyone to the maximum degree. Too bad HP stopped their tape drive development. They kept IBM under control.
bombcar•7mo ago
$5k for a LTO9 drive isn’t terribly bad; once you have any significant number of tapes.

Expensive for home use, but they can buy older technology off-lease.

buran77•7mo ago
> Expensive for home use, but they can buy older technology

I can't imagine home users being interested in buying mostly used SCSI or SAS tape drives while navigating a world of format compatibility challenges and problems with improper storage. Environmental requirements for archival are narrow and most homes don't tick that box over many years or when moving.

This medium is expensive, inconvenient to use and store, and in the world of home use those are killers. You don't need to take my word for it, look around at tape home use.

Home users are better served by cloud storage or an external hard drive, maybe a home NAS, especially for the relatively low data volumes home usage usually involves.

adrian_b•7mo ago
The choice between magnetic tapes and disks depends mainly on the total amount of archived data.

Some years ago, after I bought a LTO-7 drive at around $3000 as a home user, I have recovered its costs after about a couple hundred terabyte of stored data.

Unfortunately, nowadays the drives for LTO-9 have increased in price, so the cutoff threshold has probably increased to several hundred terabytes.

Even when the amount of stored data does not provide significant savings in the cost of storage media, it may still be worthwhile to use magnetic tapes, for improved peace of mind and for avoiding the hassle of copying the data to newer HDDs every few years.

I am old enough to have seen enough data loss disasters, so I would never trust cloud storage, where the access to my own data would be dependent on my ability of making continuous payments to an external entity, which is really hard to predict for any distant future. Moreover, even with a fast Internet link the access speed to cloud storage is an order of magnitude slower than to a local tape drive or HDD.

buran77•7mo ago
Look, I get it, you're a power user with very special needs. But the rest of the home user world is on a different page. It's funny if you think home users in general have these kinds of wants or needs just because you're a user, at home.

The data volumes, the cost even before we look at the TCO, the performance characteristics, the time/expertise requirements, the need (hassle) for proper storage and retrieval really kill the attraction of tape for home use.

For the backup (and storage as a bonus) needs of most home users cloud or external drives are unbeatable, especially in combination.

bombcar•7mo ago
I should have been more precise - by “home user” I meant people who run DataCenter equipment at home; datahoarders and homelabs.
adrian_b•7mo ago
What I have said is that for this kind of home users external HDDs are obviously the right solution as long as the total amount of stored data is not much more than 100 TB.

For some threshold in the hundreds of TB range, magnetic tapes become cheaper, despite the huge price of a tape drive, while offering additional advantages, e.g. higher sequential reading and writing speeds and higher reliability.

Moreover, when computing the size of the stored data, one should take into account that the useful data size, after data compression, should be multiplied with 1.05 or 1.10, because you should add redundancy with a code able to reconstruct the data when only a small part of it is corrupted, then you should multiply by 2 or by 3, because any long-term archives must be stored as duplicated or even triplicated on different HDDs or tape cartridges, which are preferably kept at different geographical locations.

Only with such precautions you can be pretty certain that no data loss will occur after many years of data storage, reaching a reliability comparable with that of printed paper.

hulitu•7mo ago
> For the backup (and storage as a bonus) needs of most home users cloud or external drives are unbeatable, especially in combination.

Cloud is not a backup. Cloud is someone else's storage.

dale_glass•7mo ago
One thing that worries me about home tape use is dust and cat hair.

I've had a DDS4 tape way back, which ended up dying, and that could well be the cause. My house is not going to be as clean as a server room.

I've seen tape drives taken apart and there seems to be a worrying lack of concern with any kind of air filtration on the ones I've seen at least. And I don't think it should be all that hard to deal with it. Maybe something like sucking air in through a replaceable filter and exhausting it out of the tape door.

3eb7988a1663•7mo ago
Wouldn't a home air filter sitting adjacent to the tape drive remove almost all of that problem?
dale_glass•7mo ago
Maybe, but it seems to me that the one dust sensitive and very expensive piece of hardware would be not be designed to at least try to minimize the problem.
servowriter•7mo ago
The only part of this that is semi accurate is that SAS interface devices are a bit of a chore for the home user. I have an ATTO HBA in my Mac Pro 5,1 and it works like a charm with LTO-7 external drive. Otherwise, there are no format compatibility challenges; no stringent environmental issues. The 6 TB LTO-7 tapes are cheap and with LTFS, pretty easy to use - like drag and drop easy. I’m not sure what other issues you have encountered but if you have enough data to justify the investment, using tape in 2025 is quite straightforward.
amelius•7mo ago
How about small startups?
mystified5016•7mo ago
I was extremely interested in tape when I started my homelab several years ago.

The only options with more data capacity than a hard drive are all high end datacenter equipment. I would have had to buy fiber channel adapters and media, find a drive, a housing to put it in, and tapes. All separately, and each for several times what my entire homelab is worth.

It really is not an option for home-gamers.

throw0101b•7mo ago
> $5k for a LTO9 drive isn’t terribly bad; once you have any significant number of tapes.

It's the library/robot is what mostly matters for volume (and being able to automate). Not sure what the price is on those (along with continued support).

wongarsu•7mo ago
The break even point between tape and hard drives is somewhere around 400TB. A lot for a personal data collection, but not that much in absolute terms.
msgodel•7mo ago
Blueray or even (possibly combined with) a 3rd party service probably makes way more sense for small businesses and individuals. That's what I currently use for archival.
lofaszvanitt•7mo ago
Where is cerabyte? Fucking tapes in 2025. Tell me this isn't an artificially controlled market.
kvemkon•7mo ago
> tape

Only once (or very few times) overwritten?

> on a shelf

At home or in a specialized room with controlled climate?

At least I cannot find quickly the requirement in someone (or a robot) pulling each tape once a year(?) and doing a rewind? Which is formally needed for HDD.

Btw, shouldn't HDDs be much more resistant to magnetic fields than magnetic tapes?

Edit:

26TB HDD Non-operating / storage:

Temperature -40 to 70°C (Storage 0 to 70°C)

Relative humidity 5 to 95% non-condensing

Maximum wet bulb temperature: 35°C non-condensing

Maximum temperature gradient: 30°C/Hour

LTO 9+:

Recommended Storage Environment: 15 to 25℃ / 20 to 50%RH / Max Wet Bulb Temperature: 26℃.

Stray magnetic field at any point on tape not to exceed 50 oersteds (4000 ampere/meter).

[1] https://documents.westerndigital.com/content/dam/doc-library...

[2] https://www.fujifilm.com/uk/en/business/data-management/data...

[3] https://www.ibm.com/docs/en/storage-deep-archive?topic=media...

southernplaces7•7mo ago
Tape can be used to safely store all typical HD files and etc for that long without a risk of degrading?

Honestly curious about your experience.

marklar423•7mo ago
My company moved EiBs of data off of tape a few years ago. It was reliable and durable, but the problem was read speed.

It took so long to move tapes around and read the sequentially (no random access!), and as the data corpus grew it got harder to have a practical backup, even though the data was still theoretically extant.

dale_glass•7mo ago
The bit on tape tension was really interesting!

Turns out that modern drives can stretch the tape to make tracks line up right. It makes sense that as density grows, the real world effects of things like temperature and humidity require more and more work to compensate for.

netbioserror•7mo ago
Given the gains in tape and hard disk densities in recent years, why can't we revisit floppy disks as a potential long-term archival media for the future? Are they particularly volatile? Would the design of the physical disk case be able to solve for such issues?
timewizard•7mo ago
Everytime I see a Zip Drive in an old movie I get a serious pang of nostalgia. I wanted one of these so bad, yet, by the time I could afford it, they were no longer practical.

https://en.wikipedia.org/wiki/Zip_drive

mystified5016•7mo ago
Floppies are, in fact, volatile. They suffer from bit rot like CDs, and (AIUI) the magnetic flux is weaker and more prone to disappearing over time.

Plus, all floppy drives are now multiple decades old.

A new, modern removable magnetic disc format will certainly perform orders of magnitude better, but not anywhere close to to any other modern format in speed, density, or short-to-medium term stability.

We could make fantastic floppy drives today, but there is simply no economic reason to spend a billion dollars in R&D on it.

qurashee•7mo ago
I'm surprised nobody has mentioned Microsoft's research towards "replacing" tape storage in the future. Have a look at Project Silica.

https://www.microsoft.com/en-us/research/project/project-sil...

rowanG077•7mo ago
Research like this has existed for decades. Cerabyte is a new company trying it again. The problem is that you need essentially a large and expensive optical lab to be able to read and write. This means you want to multiplex data carriers even more, and this it eats into bandwidth even more.
jgalt212•7mo ago
I won't consider my business a success until we own and operate a tape library.