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Windows 3.1 tiled background .bmp archive

https://github.com/andreasjansson/win-3.1-backgrounds
149•justsomehnguy•3h ago•40 comments

FCC Updates Covered List to Include Foreign-Made Consumer Routers

https://www.fcc.gov/document/fcc-updates-covered-list-include-foreign-made-consumer-routers
178•moonka•4h ago•119 comments

Autoresearch on an old research idea

https://ykumar.me/blog/eclip-autoresearch/
276•ykumards•7h ago•66 comments

I Created My First AI-Assisted Pull Request and I Feel Like a Fraud

https://nelson.cloud/i-created-my-first-ai-assisted-pull-request-and-i-feel-like-a-fraud/
14•nelsonfigueroa•29m ago•13 comments

iPhone 17 Pro Demonstrated Running a 400B LLM

https://twitter.com/anemll/status/2035901335984611412
486•anemll•11h ago•243 comments

Ju Ci: The Art of Repairing Porcelain

https://thesublimeblog.org/2025/03/13/ju-ci-the-ancient-art-of-repairing-porcelain/
56•lawrenceyan•2d ago•6 comments

Show HN: Cq – Stack Overflow for AI coding agents

https://blog.mozilla.ai/cq-stack-overflow-for-agents/
67•peteski22•10h ago•25 comments

IRIX 3dfx Voodoo driver and glide2x IRIX port

https://sdz-mods.com/index.php/2026/03/23/irix-3dfx-voodoo-driver-glide2x-irix-port/
31•zdw•3h ago•0 comments

Local Stack Archived their GitHub repo and requires an account to run

https://github.com/localstack/localstack
158•ecshafer•7h ago•84 comments

Abusing Customizable Selects

https://css-tricks.com/abusing-customizable-selects/
25•speckx•5d ago•1 comments

Pompeii's battle scars linked to an ancient 'machine gun'

https://phys.org/news/2026-03-pompeii-scars-linked-ancient-machine.html
13•pseudolus•3d ago•0 comments

Finding all regex matches has always been O(n²)

https://iev.ee/blog/the-quadratic-problem-nobody-fixed/
161•lalitmaganti•4d ago•44 comments

Claude Code Cheat Sheet

https://cc.storyfox.cz
155•phasE89•4h ago•54 comments

Dune3d: A parametric 3D CAD application

https://github.com/dune3d/dune3d
105•luu•1d ago•32 comments

Trivy under attack again: Widespread GitHub Actions tag compromise secrets

https://socket.dev/blog/trivy-under-attack-again-github-actions-compromise
157•jicea•1d ago•59 comments

A retro terminal music player inspired by Winamp

https://github.com/bjarneo/cliamp
53•mkagenius•5h ago•8 comments

An incoherent Rust

https://www.boxyuwu.blog/posts/an-incoherent-rust/
126•emschwartz•10h ago•55 comments

Two pilots dead after plane and ground vehicle collide at LaGuardia

https://www.bbc.com/news/articles/cy01g522ww4o
351•mememememememo•18h ago•546 comments

How I'm Productive with Claude Code

https://neilkakkar.com/productive-with-claude-code.html
119•neilkakkar•5h ago•81 comments

I built an AI receptionist for a mechanic shop

https://www.itsthatlady.dev/blog/building-an-ai-receptionist-for-my-brother/
217•mooreds•15h ago•246 comments

BIO: The Bao I/O Coprocessor

https://www.bunniestudios.com/blog/2026/bio-the-bao-i-o-coprocessor/
124•zdw•3d ago•26 comments

US and TotalEnergies reach 'nearly $1B' deal to end offshore wind projects

https://www.lemonde.fr/en/international/article/2026/03/23/us-and-totalenergies-reach-nearly-1-bi...
345•lode•8h ago•251 comments

An unsolicited guide to being a researcher [pdf]

https://emerge-lab.github.io/papers/an-unsolicited-guide-to-good-research.pdf
168•sebg•4d ago•21 comments

Bombadil: Property-based testing for web UIs

https://github.com/antithesishq/bombadil
223•Klaster_1•4d ago•88 comments

Pentagon Adopts New Limits for Journalists After Court Loss

https://www.nytimes.com/2026/03/23/business/media/pentagon-closes-journalists-work-area.html
52•doener•3h ago•12 comments

America tells private firms to “hack back”

https://www.economist.com/united-states/2026/03/22/america-tells-private-firms-to-hack-back
112•andsoitis•13h ago•123 comments

AI boom risks widening wealth divide, says BlackRock's Larry Fink

https://www.theguardian.com/technology/2026/mar/23/ai-boom-risks-widening-wealth-divide-blackrock...
34•devonnull•2h ago•11 comments

“Collaboration” is bullshit

https://www.joanwestenberg.com/collaboration-is-bullshit/
309•mitchbob•1d ago•161 comments

Designing AI for Disruptive Science

https://www.asimov.press/p/ai-science
64•mailyk•7h ago•38 comments

Migrating to the EU

https://rz01.org/eu-migration/
832•exitnode•15h ago•638 comments
Open in hackernews

Garbage collection of object storage at scale

https://www.warpstream.com/blog/taking-out-the-trash-garbage-collection-of-object-storage-at-massive-scale
96•ko_pivot•10mo ago

Comments

juancn•10mo ago
Another possible mechanism for doing GC at scale (a variation on Asynchronous Reconciliation in the article) in some file/object store, is doing a probabilistic mark and sweep using bloom filters.

The mark phase can be done in parallel building many bloom filters for the files/objects found.

Then the bloom filters are merged (or'ed together essentially) and then a parallel sweep phase can use the bloom filter to answer the question: is this file/object live?

The bloom filter then answers either "No" with 100% certainty or "Maybe" with some probability p that depends on the parameters used for the bitset and the hash function family.

cogman10•10mo ago
What does the bloom filter solve?

The expensive portion of the mark and sweep for the object store is the mark phase, not the storage of what's been marked. 100s, 1000s, or even millions of live objects wouldn't hardly take any space to keep in a remembered set.

On the other hand, querying the S3 bucket to list those 1M objects would be expensive no matter how you store the results.

But this does tickle my brain. Perhaps something akin to the generational hypotheses can be applied? Maybe it's the case that very old, very young, or very untouched objects are more likely to be garbage than not. If there's some way to divide the objects up and only look at objects whose are in "probably need to be collected" regions, then you could do minor fast sweeps semi frequently and schedule more expensive "really delete untracked stuff" infrequently.

Cicero22•10mo ago
I was thinking they could use something like cloudwatch events, or something, to trigger sweeps and significantly reduce scheduled sweeps.

They could even use cost allocation tags to predict if a bucket or group of buckets should be scanned if it's growing unexpectedly. Cost isn't a perfect metric but there's definitely signal there.

juancn•10mo ago
Building the set of used files or objects (which is what mark does in a mark/sweep).

Sometimes it's too expensive to mark in place, even if it's a bit that you need to write to disk and keeping a set of references may be prohibitive (or the structure holding the references is mostly/effectively immutable).

If it's all memory and mutable it doesn't (normally) really matter, but when it's not, you ideally would have some mechanism to move the code to where the data is, rather than stream the data to where the compute is (it is really wasteful for large scale data processing).

In any case, you would not be moving/scanning the files themselves, but the metadata is what you want to read for the mark phase.

The article if I understood correctly implies that the files and the metadata of the files (Kafka queues and so on) are separate, so presumably, the metadata is much much smaller than the data itself, but still potentially large.

For example if you had a large scale content addressed store (think a massive version of git's blob storage), you typically add to something like that and keep a few mutable root references to start your GC from to seed a mark/sweep.

Following the git example, the roots would be the branches, tags and reflogs, and the metadata you scan the transitive closur of the trees that are reachable from those (simplifying a bit) but not the file blobs themselves.

I use git as an example because a a CAS lends itself very well to large scale distributed systems because you can reason about it as an immutable data structure, but you can still change it effectively with sane semantics.

donavanm•10mo ago
If you like big beautiful storage and probabilistic structures check out https://www.usenix.org/conference/osdi14/technical-sessions/.... The coho data folks ended up in AWS S3 a few years later.
juancn•10mo ago
Thanks! I hadn't seen it and it may come handy!
deathanatos•10mo ago
> Why Not Just Use a Bucket Policy?

I've heard these words so many times, it's refreshing to see someone dig into why bucket policies aren't a cure-all.

As for "Why not use synchronous deletion?" — regarding the pitfall there, what about a WAL? I.e., you WAL the deletions you want to perform into an object in the object store, perform the deletions, and then delete the WAL. If you crash and find a WAL file, you repeat the delete commands contained in the WAL.

(I've used this to handle this problem where some of the deletions are mixed: i.e., some in an object store, some in a SQL DB, etc. The object store is essentially being used as strongly consistent storage.)

(Perhaps this is essentially the same as your "delayed queue"? All I've got is an object store though, not a queue, and it's pretty useful hammer.)

telotortium•10mo ago
> HN Disclaimer: WarpStream sells a drop-in replacement for Apache Kafka built directly on-top of object storage.

First time I’ve seen one of these. That’s actually a better way to advertise your product than putting it at the end.

hencq•10mo ago
Yes, though I think they meant to say disclosure instead of disclaimer.
siscia•10mo ago
What I see working extremely well, arguably in a setting where cost was not really an issue was a much simpler approach.

Keep compacting files at some regular cadence `t` and keep a bucket policy to delete files older than `t+delta+buffer`.

Then have an alarm for files older than `t+buffer`