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

https://doi.org/10.21203/rs.3.rs-8645211/v1
1•swapinvidya•7m ago•1 comments

Deeper into the shareing of one air conditioner for 2 rooms

1•ozzysnaps•9m ago•0 comments

Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
1•savrajsingh•10m ago•0 comments

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

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•11m 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•15m ago•0 comments

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

https://ponyalpha.pro
1•qzcanoe•20m ago•1 comments

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

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•22m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•28m 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•32m ago•0 comments

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

https://github.com/virattt/dexter
1•Lwrless•34m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•39m ago•0 comments

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

https://essentialcdn.fluidity.workers.dev/
1•telui•40m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•43m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
31•chwtutha•43m ago•5 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/
2•osnium123•44m 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•46m ago•0 comments

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

https://recap.studio/
1•fx31xo•48m ago•0 comments

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

1•kachapopopow•54m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•56m 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
3•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

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•1h ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
3•medbar•1h ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•1h ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/
3•akagusu•1h ago•1 comments
Open in hackernews

The Capacity, Performance, and Reliability of MicroSD Cards

https://www.bahjeez.com/the-great-microsd-card-survey/
55•userbinator•7mo ago

Comments

userbinator•7mo ago
I think the most surprising thing from this article is that microSD cards may not even have a decimal amount of space; while all the hard drives I've encountered have at least that much if not somewhat more, apparently the expectation that a 32GB microSD card be able to store 32,000,000,000 bytes isn't the norm. How do the manufacturers find a way to explain that? It's definitely bordering on fraud at that point.
brudgers•7mo ago
from the fine article:

according to the SD Physical Layer Specification, “Card Capacity means the sum of User Area Capacity and Protected Area Capacity”

Which makes sense from a manufacturing perspective...what hardware is required to make the thing?

Also makes sense from a marketing perspective...bigger is better right?

And legally, it's right there in the fine print...that's what "SD" means your honor.

bell-cot•7mo ago
If you're surprised by that...stay away from magnetic tape storage. The headline "capacities" of those are usually based on optimistic data compression ratios.
RiverCrochet•7mo ago
I am really surprised there isn't a linux command out there that allows you to send low-level CMD's to an MMC controller. I thought mmc-utils did.

> SD cards are divided into sections, called Application Units (or AUs). The Video Speed Classes in particular require certain commands to be issued to it to put the card into Video Speed Class mode and to specify which AU the host will be writing to. The host is then supposed to write only to that AU, in a sequential fashion (skipping over any blocks that are already in use). Once the host has reached the AU, it must issue another command to specify which AU it will be writing to next

This is something I didn't know about SD cards. Does SD card firmware mark blocks as belonging to a specific "Application Unit"? Seems to be some sort of "preallocation" scheme.

mikaey•7mo ago
> I am really surprised there isn't a linux command out there that allows you to send low-level CMD's to an MMC controller. I thought mmc-utils did.

It does -- but the problem is that there are very few readers out there that are supported by the Linux mmcblk driver. Most of them just present themselves to the system as generic USB block devices.

> Does SD card firmware mark blocks as belonging to a specific "Application Unit"?

Yup. Basically cards are divided up into application units, and application units are divided up into recording units. Where they're physically located on the card is opaque to the host -- so yeah, it can rearrange them as needed.

twotwotwo•7mo ago
Flash endurance gets a sort of odd amount of discussion on the Internet, and this adds to the small amount of public data from running lots of Flash devices to exhaustion. (MicroSD != SSD, of course, but it's something.)

Seems possible that by charting it, you could find a "bathtub curve" (early failures/steady state/failures due to use) of failures, probably more than one curve breaking up by category--tiny "industrial" cards made for endurance are unsurprisingly surviving the longest, and counterfeits and (some but not all!) unknown brands are at the bottom. It would be interesting to also see the data on cards that haven't failed yet, i.e. how many write cycles they've survived so far.

(You can sort the table at https://www.bahjeez.com/the-great-microsd-card-survey/all-mi... by cycles until first error to see what I mean. Love the Bart Simpson card coming in at #8.)

One thing the reported averages already show, which is more about reliability stats in general than about Flash, is that the average write cycles survived is way higher than, say, the cycle count after which you'd see 5% of devices fail. The lower "n% will fail" number might be what informs the TBW spec on the box. So if you're able to handle failures gracefully and run drives 'til they drop, that probably adds substantially to how long you can run each device.

userbinator•7mo ago
One thing the reported averages already show, which is more about reliability stats in general than about Flash, is that the average write cycles survived is way higher than, say, the cycle count after which you'd see 5% of devices fail.

These endurance tests aren't testing retention much at all; they answer the question "how many cycles can the flash go through before it can't hold data for the very short amount of time it takes to read it back again on the next pass", which is not surprisingly much higher than e.g. the number of cycles before which the data will disappear after 3 months. The cells can be so worn and leaky they erase themselves within a few hours, but as long as that's more time than it takes until the data is read back, this test will still consider that successful.

mikaey•7mo ago
Absolutely a fair point, and that's something that I've thought about for a follow-up study.
1970-01-01•7mo ago
I have a genuine Samsung SDXC card that has gone into read-only mode. Even a low-level format does nothing to the data and fails out around 90%. Other than the obvious hammer, are there any tools capable of destroying the data?
Bender•7mo ago
are there any tools capable of destroying the data

- A powerful blender. Will it blend?

- Two sets of pliers.

- A taser. That's how I upgraded many Radio Shack radio scanners.

- A well ventilated fireplace, fire-pit, oxyacetylene welding torch using rosebud tip.

- Train tracks.

- Create a Youtube Channel, take sdcard to a shooting range that lets people borrow their Abrams tank or Howitzer cannon. Blast the SD card. Monetize your channel to make up for the cost of renting the tank and buying many new sd-cards.

If you meant it had to be a piece of software, even if you can manage to make it read-write there may be data left behind.

JodieBenitez•7mo ago
> are there any tools capable of destroying the data?

My Tikka T1x can do it. At 50 yards.

mikaey•7mo ago
If it's gone read-only? Nope. The card will basically refuse any write or erase commands sent to it. (SD cards have a "temporary write protect" and a "permanent write protect" flag -- and you can hope that only the "temporary write protect" flag is the one that got toggled...but I haven't seen that happen with any of my cards so far.)
rstuart4133•7mo ago
He ranked most things using absolute numbers, but I think I'd prefer to see then ranked according percentage deviation from the rating printed on the package.

It's more useful for me to know that if I see brand X saying I'm buying a class 2 32Gb card, I'm getting a card that reads at 2GB/s and has 32GiB of storage, but if I buy a brand Y class 10, I'm going to be able to read at 5MB/s and only 16GiB is usable.