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Fork is all you need for sandbox infrastructure

https://arker.ai/blog/fork-is-all-you-need
1•calebhwin•1m ago•0 comments

The Difference Between IoT and Edge Computing (and Why It Matters)

https://www.aptiv.com/en/insights/article/the-difference-between-iot-and-edge-computing-and-why-i...
1•ohjeez•2m ago•0 comments

PC shipments fall 20.1 percent in "sharpest decline" since Q1 2023

https://arstechnica.com/information-technology/2026/10/pc-shipments-fall-20-1-percent-in-sharpest...
1•speckx•2m ago•0 comments

ATF ends suppressor and short-barreled rifle registration requirements

https://atf.gov/media/30961/download
1•nateb2022•5m ago•0 comments

Paintmob

https://paintmob.com
1•martiantothemoo•6m ago•0 comments

NASA Super Intelligence Page

https://www.nasa.gov/organizations/ocio/dt/super-intelligence/
2•jsrcout•8m ago•1 comments

FlyChess: Drosophila Playing Chess

http://198.44.103.15/FlyChess/FlyChess.htm
2•AngryIgor•12m ago•0 comments

Edge.js

https://www.edgejs.org/
1•handfuloflight•13m ago•0 comments

Open-sourcing Finsight, based on Qwen3-14B for financial reasoning

1•pcvetkovski•15m ago•0 comments

Secure Defaults as CI

https://cyberwitchery.com/log/secure-defaults-ci.html
1•hellerve•17m ago•0 comments

Clef-Omni: full multimodality, a faster Clef and a cheaper Clef-flash

https://blog.cloudflare.com/clef-faster-cheaper-multimodal/
1•coloneltcb•18m ago•0 comments

Millions could get $280 In Equifax Credit Reporting Settlement for coding error

https://www.centraloregondaily.com/news/consumer/equifax-100-million-settlement-credit-score-erro...
1•CGMthrowaway•18m ago•0 comments

Words for the Wind

https://wordsforthewind.com/
1•rickalday•18m ago•0 comments

NASA Cneos Scout Systems Discover Interesting Three Meter Object A11HPKK (Neocp)

https://www.astrophyzix.com/p/live-asteroid-tracker-v9.html
2•SpaceNewsNow•19m ago•1 comments

Small Local AI Models – Can you prove them to be useful at all?

https://open-ryze.web.app/
2•justforviewes•20m ago•0 comments

Integrum – Reflection based MCP Server from any Python module or library

https://nmilosev.svbtle.com/integrum-reflection-based-mcp-server-from-any-python-module-or-library
1•nmilosev•20m ago•0 comments

We Are Not All Terrible Developers

https://dayvster.com/blog/we-were-not-all-terrible-developers/
1•dayvster•23m ago•1 comments

McDonald's AI pricing lands the fast-food giant in court

https://neow.in/NzlrdjU5
1•bundie•23m ago•0 comments

'I use AI to do the things that I'm bad at' Linus Torvalds on why it works

https://www.zdnet.com/tech/linus-torvalds-ai-coding-programming/
2•CrankyBear•27m ago•0 comments

Claude Dashboards and Claude Motion [video]

https://www.youtube.com/watch?v=en0GuyhieQk
1•geoffbp•27m ago•0 comments

How to Make a Website Feel Fast Without a Rewrite

https://www.base31.org/blog/how-to-make-a-website-feel-fast
1•speckx•27m ago•0 comments

Show HN: Buttery Smooth PS1 Emulator for Web

https://retro-metro.xyz/arcade/
2•I-A-S•27m ago•0 comments

Inside Mark Zuckerberg’s Decision to Pull the Trigger on Meta’s A.I. Agent

https://www.nytimes.com/2026/10/09/technology/inside-mark-zuckerbergs-decision-to-pull-the-trigge...
3•thm•28m ago•0 comments

Non-Astronomer on Reddit discovers Exo-Planet in NASA TESS Data via Claude Code

https://www.reddit.com/r/ClaudeAI/comments/1wzw8zd
3•ck2•28m ago•3 comments

Don't Be the Drunken Sailor

https://jdranpariya.com/writings/dont-be-the-drunken-sailor/
2•JDRanpariya•28m ago•0 comments

AI Companies as Cybernetic Systems

https://ai-cybernetics.grok.me/
2•icey•30m ago•0 comments

All Software Is Open Source Now

https://kuber.studio/blog/AI/all-software-is-open-source-now
3•kuberwastaken•33m ago•0 comments

The Biggest Lie We Tell About Homelessness

https://truthonthestreets.substack.com/p/the-biggest-lie-we-tell-about-homelessness
2•bushwart•34m ago•0 comments

Kisoku 1.6B: LLM trained solo from scratch on a TPU grant, matches Llama 3.2 1B

https://github.com/0arch-io/kisoku
2•0ARCH•35m ago•0 comments

Show HN: Pullboard – An open source agentic workflow

https://github.com/pullboard-dev/pullboard
2•Olscore•37m ago•0 comments
Open in hackernews

Decomposing Transactional Systems

https://transactional.blog/blog/2025-decomposing-transactional-systems
132•pongogogo•1y ago

Comments

karmakaze•1y ago
> commit version is chosen — the time at which the database claims all reads and writes occurred atomically.

This post doesn't mention transaction isolation specifically though it does say "How does this end up being equal to SERIALIZABLE MySQL?" So maybe I'm supposed to consider this post only for 'Every transactional system' running with SERIALIZABLE transaction isolation. I don't particularly care about that. I do care that the database I use clearly states what its isolation names mean in detail and that it does exactly what it says. e.g. I don't expect MySQL SERIALIZABLE to exactly mean the same as any other database that uses the same term.

mjb•1y ago
MySQL Serializable is pretty similar to serializable in other databases, in terms of the observable anomalies. There's a good set of tests here: https://github.com/ept/hermitage

> So maybe I'm supposed to consider this post only for 'Every transactional system' running with SERIALIZABLE transaction isolation.

No, it's a general point about the nature of transactions in DBMSs, and the different implementation choices. As the article says, there are some variations (e.g. MVCC at levels lower than serializable inherently has two 'order' steps).

karmakaze•1y ago
I'm not seeing the mention of two 'order' steps. Are you referring to the larger part of what I quoted?

> MVCC databases may assign two versions: an initial read version, and a final commit version. In this case, we’re mainly focused on the specific point at which the commit version is chosen — the time at which the database claims all reads and writes occurred atomically.

For non-SERIALIZABLE isolation there may be no such "time at which the database claims all reads and writes occurred atomically", which is how I took the rest of the post to mean when running with SERIALIZABLE isolation.

transactional•1y ago
(Hi! Post author here.)

It is written with a lean towards serializable, partly because there's a wide variety of easy examples to pull which all implement serializable, but the ideas mostly extend to non-serializable as well. Non-serializable but still MVCC will also place all of their writes as having happened at a single commit timestamp, they just don't try to serialize the reads there, and that's fine. When looking at non-serializable not MVCC databases, it's still useful to just try to answer how the system does each of the four parts in isolation. Maybe I should have been more direct that you're welcome to bend/break the mental model in whatever ways are helpful to understand some database.

The line specifically about MySQL running at serializable was because it was in the Spanner section, and Spanner is a (strictly) serializable database.

karmakaze•1y ago
Thanks for the clarifications and diagrams. I can see how using something like Spanner from the outset makes sense to use and stick with serializable isolation. With other SQL dbs, I've mostly seen repeatable read, read committed, and even read uncommitted used in the name of performance. Read committed works fine but you have to design everything for it from the start with thoughtful write and read sequences.

Moving to serializable should be easy but isn't in the case of Spanner and the like because you can't make 100+ of sub-millisecond queries to respond to an API request if that's how your app evolved.

The way I imagine the future is to bring the code closer to the data like stored procedures, but maybe in a new way like modern languages compiled to run (and if necessary retry) in a shard of the database.

mjb•1y ago
This is great, really worth reading if you're interested in transactions.

I liked it so much I wrote up how the model applies to Amazon Aurora DSQL at https://brooker.co.za/blog/2025/04/17/decomposing.html It's interesting because of DSQL's distributed nature, and the decoupling between durability and application to storage in our architecture.

maniacalhack0r•1y ago
DSQL is so cool - have been following since the release and once it supports more of the postgres feature set + extensions it’ll be a killer. Fantastic architecture deep dive at ReInvent as well.
pongogogo•1y ago
Hey Mark, I actually found this post via yours so thanks!