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Job Applicants Sue to Open 'Black Box' of A.I. Hiring Decisions

https://www.nytimes.com/2026/01/21/business/ai-hiring-tools-lawsuit-eightfold-fcra.html
1•bookofjoe•2m ago•1 comments

I built a tool to email my private keys to my wife if I die

https://www.deadhandprotocol.com/
1•maxcomperatore•3m ago•0 comments

Anari – Cross-Platform 3D Rendering Engine API

https://www.khronos.org/anari/
1•ibobev•3m ago•0 comments

Intel Shares Fall on Swing to Loss

https://www.wsj.com/business/earnings/intel-intl-q4-earnings-report-2025-9271b096
1•JumpCrisscross•3m ago•0 comments

Show HN: Codify MCP – Encode browser actions into custom AI tools

https://www.npmjs.com/package/codify-mcp
1•cybrefly•4m ago•0 comments

Apprise Reaching 100M+ Downloads – Notifications for just about any platform

https://appriseit.com/
1•l2g•4m ago•1 comments

Show HN: ENM Relationship AI – Context-aware communication coach for polyamory

https://www.enmrelationship.app/
1•clorisye•5m ago•1 comments

Elon Musk Is Diving Back into U.S. Politics

https://www.wsj.com/politics/elections/elon-musk-2026-midterms-1890c056
1•JumpCrisscross•5m ago•0 comments

Show HN: Open-source alternative to n8n's cloud AI assistant (VS Code Extension)

https://github.com/EtienneLescot/n8n-as-code
1•etienneai•6m ago•0 comments

Love Mass Effect?

https://jobs.ea.com/en_US/careers/JobDetail/Production-Director/212271
1•sinoue•9m ago•1 comments

Illegal waste tips operating in England – including 11 'super sites'

https://www.bbc.co.uk/news/articles/c1ev4yg1j1lo
1•tomaytotomato•10m ago•0 comments

The Hobbyist Maintainer Economic Gravity Well

https://www.softwaremaxims.com/blog/hobbyist-gravity-well
1•PaulHoule•10m ago•1 comments

ProPublica Publishes Unreleased Data on Origins of Generic Prescription Drugs

https://www.propublica.org/article/rx-inspector-generic-drugs-data
1•verdverm•11m ago•0 comments

Remove Sora Watermark in 3 Seconds: The Fastest Free Tool for Creators

https://dev.reelive.ai/blog/remove-sora-watermark-in-3-seconds-the-fastest-free-tool
1•danny_miller•12m ago•0 comments

GNU Guix 1.5.0 Released

https://guix.gnu.org/en/blog/2026/gnu-guix-1.5.0-released/
3•todsacerdoti•13m ago•0 comments

Show HN: n8n community node for Plaud AI voice recorders (unofficial API)

https://github.com/leonardsellem/n8n-nodes-plaud-unofficial
1•monsieurleon•14m ago•0 comments

Trumps Davis Address

https://damienduncan.substack.com/p/trumps-2026-davos-address-a-clarion
1•Politicrux•15m ago•0 comments

Show HN: Playful orbit trap fractal explorer (desktop)

https://labs.repper.app
1•thereallex•15m ago•0 comments

Lofi.cafe

https://www.lofi.cafe/
1•surprisetalk•15m ago•0 comments

Urbanism Is Bottlenecked on Transportation

https://shakeddown.substack.com/p/urbanism-is-bottlenecked-on-transportation
1•surprisetalk•16m ago•0 comments

Vibebin: Code and host inside Incus containers on your own VPS/server

https://github.com/jgbrwn/vibebin
1•indigodaddy•16m ago•1 comments

Why the government's bank account grew 100x since 2007

https://signoregalilei.com/2026/01/11/why-the-governments-bank-account-grew-100x-since-2007/
1•surprisetalk•16m ago•0 comments

100k Stars

https://stars.chromeexperiments.com/
1•surprisetalk•16m ago•0 comments

Microsoft Mishandling Example.com

https://tinyapps.org/blog/microsoft-mishandling-example-com.html
2•mrled•18m ago•0 comments

We reduced AI coding pattern violations from 40% to 8% with tiered docs

https://cortex-tms.org/blog/why-ai-agents-need-more-than-readme/
1•jantonca•19m ago•0 comments

European Alternatives

https://european-alternatives.eu
3•s_dev•20m ago•1 comments

Previewing Claude Code for Web Branches with GitHub Pages

https://til.simonwillison.net/claude-code/preview-github-pages
1•thunderbong•21m ago•0 comments

Hardest part about building SaaS isn't code It's watching people use it

https://zropi.com
2•cryptowhisper•21m ago•1 comments

Magnetic 'sweet spots' enable optimal operation of hole spin qubits

https://phys.org/news/2026-01-magnetic-sweet-enable-optimal-hole.html
1•rbanffy•23m ago•0 comments

I Guess AI Works

https://powerapply.ai/
1•inesbarros1•25m ago•2 comments
Open in hackernews

Decomposing Transactional Systems

https://transactional.blog/blog/2025-decomposing-transactional-systems
132•pongogogo•9mo ago

Comments

karmakaze•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
Hey Mark, I actually found this post via yours so thanks!