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OpenMaxIO is a community-maintained fork of MinIO

https://github.com/OpenMaxIO/openmaxio-object-browser
58•nimbius•31m ago•8 comments

Claude Memory

https://www.anthropic.com/news/memory
91•doppp•1h ago•47 comments

Antislop: A framework for eliminating repetitive patterns in language models

https://arxiv.org/abs/2510.15061
42•Der_Einzige•1h ago•31 comments

Google Earth AI expanding access around the globe

https://blog.google/technology/research/new-updates-and-more-access-to-google-earth-ai/
39•diogenico•1h ago•9 comments

I spent a year making an ASN.1 compiler in D

https://bradley.chatha.dev/blog/dlang-propaganda/asn1-compiler-in-d/
194•BradleyChatha•5h ago•82 comments

MinIO declines to release Docker builds resolving CVE-2025-62506

https://github.com/minio/minio/issues/21647
76•vngzs•1h ago•31 comments

PyTorch Monarch

https://pytorch.org/blog/introducing-pytorch-monarch/
253•jarbus•8h ago•36 comments

VST3 audio plugin format is now MIT

https://forums.steinberg.net/t/vst-3-8-0-sdk-released/1011988
558•rock_artist•12h ago•129 comments

Show HN: I built a tech news aggregator that works the way my brain does

https://deadstack.net/recent
8•dreadsword•35m ago•2 comments

Make Any TypeScript Function Durable

https://useworkflow.dev/
15•tilt•1h ago•5 comments

VectorWare – from creators of `rust-GPU` and `rust-CUDA`

https://www.vectorware.com/blog/announcing-vectorware/
36•ashvardanian•2h ago•15 comments

The game theory of how algorithms can drive up prices

https://www.quantamagazine.org/the-game-theory-of-how-algorithms-can-drive-up-prices-20251022/
145•isaacfrond•6h ago•106 comments

Unconventional Ways to Cast in TypeScript

https://wolfgirl.dev/blog/2025-10-22-4-unconventional-ways-to-cast-in-typescript/
35•Bogdanp•4h ago•3 comments

Google flags Immich sites as dangerous

https://immich.app/blog/google-flags-immich-as-dangerous
1313•janpio•21h ago•555 comments

Summary of the Amazon DynamoDB Service Disruption in US-East-1 Region

https://aws.amazon.com/message/101925/
239•meetpateltech•17h ago•31 comments

CRDTs: Convergence without coordination

https://read.thecoder.cafe/p/crdt
56•0xKelsey•1w ago•23 comments

Programming with Less Than Nothing

https://joshmoody.org/blog/programming-with-less-than-nothing/
354•signa11•12h ago•122 comments

Show HN: Nostr Web – decentralized website hosting on Nostr

https://nweb.shugur.com
31•karihass•4h ago•8 comments

Nango (YC W23) is hiring staff back-end engineers (remote)

https://www.nango.dev/careers
1•bastienbeurier•6h ago

Show HN: Deta Surf – An open source and local-first AI notebook

https://github.com/deta/surf
86•mxek•6h ago•28 comments

U.S. Details Gambling Cases Involving Pro Athletes and Mafia Families

https://www.nytimes.com/live/2025/10/23/nyregion/nba-illegal-gambling-arrests
26•ilamont•46m ago•13 comments

Upgrading Our Way Through OpenGL 1.x

https://bumbershootsoft.wordpress.com/2025/09/27/upgrading-our-way-through-opengl-1-x/
16•PaulHoule•1w ago•0 comments

Living Dangerously with Claude

https://simonwillison.net/2025/Oct/22/living-dangerously-with-claude/
102•FromTheArchives•1d ago•34 comments

Armed police swarm student after AI mistakes bag of Doritos for a weapon

https://www.dexerto.com/entertainment/armed-police-swarm-student-after-ai-mistakes-bag-of-doritos...
14•antongribok•13m ago•3 comments

Radios, how do they work? (2024)

https://lcamtuf.substack.com/p/radios-how-do-they-work
193•aqrashik•12h ago•51 comments

OpenAI Acquires Software Applications Incorporated, Maker of Sky

https://openai.com/index/openai-acquires-software-applications-incorporated
10•meetpateltech•1h ago•1 comments

Compiler for "Easy" language from "Etudes for Programmers" book (1978)

https://github.com/begoon/easy
16•begoon•1w ago•8 comments

Which Collatz numbers do Busy Beavers simulate (if any)?

https://gbragafibra.github.io/2025/10/16/collatz_ant11.html
34•Fibra•5d ago•1 comments

Accessing Max Verstappen's passport and PII through FIA bugs

https://ian.sh/fia
580•galnagli•1d ago•136 comments

Karpathy on DeepSeek-OCR paper: Are pixels better inputs to LLMs than text?

https://twitter.com/karpathy/status/1980397031542989305
381•JnBrymn•2d ago•151 comments
Open in hackernews

CRDTs: Convergence without coordination

https://read.thecoder.cafe/p/crdt
56•0xKelsey•1w ago

Comments

cbm-vic-20•3h ago
The article sets up a scenario where two people are editing a document, but have conflicting changes: "If Alice fixes a missing letter in a word while Bob removes the whole word, that’s a conflict."

The article then goes into some examples of CRDTs and their merge operation, and the examples are pretty straightforward: take the maximum of two values, or take one with a more recent timestamp, etc.

But what about the motivating example? What should a merge function do with the inputs "change the third word from 'affect' to 'effect'" and "delete the third word"? In other words, how does the function know which of these operations "wins"? It could ask a user for a manual resolution, but is there a reasonable way for a function to make this determination itself? Maybe deletes are more powerful than word changes, so the delete wins.

swid•3h ago
There is no objectively correct way to do the merge, but there are ways that are obviously wrong.
scotty79•3h ago
I think it's your job as a designer to encode which update should win. In case of equivalent updates like writing to a field they suggest 'last update wins" strategy.

For words, if a word is a single unit in your system, delete obviously beats amendment.

ffsm8•2h ago
> suggest 'last update wins" strategy.

Hmm, last update as it's received by a central server? Last update according to the time on the device doing committing the update? The rabbit hole just keeps going, for each decision you get multiple new edge cases with unintended behavior...

bux93•2h ago
Sounds like a job for a block chain!
gregoriol•2h ago
CRDTs mostly have a time notions like Lamport clocks, vector clocks, ... not actual device time => see more here: https://adamwulf.me/2021/05/distributed-clocks-and-crdts/
ffsm8•12m ago
All of which have their own weaknesses. And all of them can suffer the split brain scenario.

And all but the last one fundamentally have lots of edge cases with e.g. high-latency sync

heromal•2h ago
It's most likely causality-based time, not the time per an atomic clock.
SkiFire13•46m ago
This only works for very simple cases where there is already an existing strategy, but I have yet to see strategies for more complicated cases, especially ones where you also need to preserve some kind of consistency. Ultimately this boils down to "write your own CRDT", where CRDT is no longer a tool but just a definition to satisfy.
fellowniusmonk•2h ago
I mean your example is a classic case.

And there are different algos, for diamondtypes:

Once a character is seen by clients any delete of it wins, algos like diamond types reconstruct each clients stream.

So in the case of DT, effect is absolutely gone, two clients deleting the e and one client deleted the ffects, and they both started at the same causal slice, but the A is a good question. You might just end up with an A.

In the case of multiple inserts in the same position dt uses the client ids lexical sort for ordering to reduce text interleaving.

Other crdt approaches may be positional or last write wins, in which case you may end up with nothing.

Besides being an amazing project loro crdts documentation and blog covers a lot of this stuff and names the specific algos they use.

jongjong•2h ago
Yes, it's impossible for a distributed system to figure out the collaborative intent when it sees conflicting changes... Even the people who made the changes may not 'know' what is the correct way to resolve the conflict... For that to happen, people involved would have to communicate and agree on either option or they would have to agree on a compromise. This problem cannot be solved automatically because computers cannot read minds (yet).

This is why I like using granular data structures where each value can be updated in an all-or-nothing manner and if one person's change overwrites another, the person whose change was overwritten will just assume that the other person made an update shortly after and the amount overwritten is minimal.

staplung•2h ago
The "conflict-free" part of the name is misleading. The conflict "resolution" means having some deterministic algorithm such that all nodes eventually converge to the same state, but it won't necessarily mean that the end state looks like it's conflict-free to a human. The algorithm you choose to implement will determine what happens in the editing case imagined; various answers are possible, perhaps most of which would be classified as conflicting changes by a human who looked at the final result. The pitch for CRDTs is "we won't trouble you with the replication details and will eventually converge all the changes. The tradeoff is that sometimes we'll do the wrong thing."

That tradeoff is fine for some things but not others. There's a reason why git et al require human intervention for merge conflicts.

The article is doing a classic bait-and-switch: start with a motivating example then dodge the original question without pointing out that CRDTs may be a very bad choice for collaborative editing. E.g. maybe it's bad for code and legalese but fine for company-issued blog posts.

aaronblohowiak•1h ago
to add on to that, it is that the resolution is the same regardless of the order in which the nodes get the information that led to the conflict so there is no "out of sync". your resolution strategy could involve considering the potential conflict unresolved until a resolution element is created (but then you have to figure out what to do if you get more than one of those.. its conflicts all the way down!)
dkarl•48m ago
I think people who haven't worked on problems like this have much higher expectations than people who have.

If you have worked on problems like this, you're very happy to converge on the same state and have no expectation that multiple concurrent editors will be happy with the result. Or even that one of them will be happy with the result.

You wouldn't use this in a situation like version control where you have to certify a state as being acceptable to one or multiple users.

fellowniusmonk•3h ago
Loro is the open source project I am most excited about, their documentation is also stellar as an intro to the subject.

As an aside, I find FugueMax to be amazing to solve interleaving issues.

I've found for collaborative editing fuguemax for resolving intraline edits and h-lseq for the lines themselves has been amazing.

https://loro.dev/blog/crdt-richtext

deepanwadhwa•1h ago
Does anyone know if there is anything like CRDT with end to end encryption?
schainks•1h ago
You mean something like this? https://jakelazaroff.com/words/homomorphically-encrypted-crd...

It is slow and inefficient, but can be done.

sotomski•1h ago
AFAIK, Automerge people work pretty hard on Beehive and Keyhive. Once released, that’ll be exactly what you asked for: https://www.inkandswitch.com/keyhive/notebook/05/ You can also use Yjs over Matrix (which has e2e encryption): https://github.com/YousefED/Matrix-CRDT
marcusestes•1h ago
Fireproof implements a CRDT and implements E2E. https://use-fireproof.com/docs/welcome/
Retr0id•1h ago
In theory, you can exchange CRDT update information over any channel you like (say, MLS) https://martin.kleppmann.com/2019/05/15/encrypted-crdts.html
Arcuru•1h ago
Shameless plug: I'm betting that a lot of applications could use some form of CRDT as a Database, which would allow a fully decentralized backend/database for local-first apps. So I've been building one.

Still working on good blog posts to explain and introduce it though.

https://github.com/arcuru/eidetica

brunoqc•39m ago
Yeah, CRDT seems to be the holy grail for p2p local-first apps.

I dream about this.

iwontberude•1h ago
The toy example with two nodes incrementing and decrementing likes independently and then sharing the delta with each other would require an increasing amount of backend requests (n^2) for every like. If you had 10000 nodes and they were all sending 9999 requests to eachother for a single request, obviously that's not the best model. It did somewhat remind me of MySQLs active-active replication scheme but that has some locking to make sure drift isn't too bad. MySQL Group Sync also doesn't scale beyond 9 nodes.