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1•speckx•21s ago•0 comments

Telling Your AI Agent It's an Expert Makes It Less Accurate

https://newclawtimes.com/articles/expert-persona-prompting-damages-llm-accuracy-prism-research/
1•alvivanco•27s ago•0 comments

Show HN: AWS for Idiots – a webcomic about AWS, explained for the wandering mind

https://awsforidiots.com
1•heythisischris•33s ago•0 comments

Gap says it will launch checkout within Google's Gemini

https://www.cnbc.com/2026/03/24/gap-google-gemini-checkout-ai-platform.html
1•johnbarron•42s ago•0 comments

How to tell when a potential freelancing client is delusional

https://b2bs.substack.com/p/op-note-the-5-habits-of-delusional
2•oopsiremembered•48s ago•0 comments

Show HN: TrailTool – open-source CLI for querying CloudTrail data with AI agents

https://github.com/engseclabs/trailtool
1•alexsmolen•59s ago•0 comments

Pascal – open 3D home design in the browser

https://editor.pascal.app
2•Rabot•2m ago•2 comments

Mezcal's popularity is booming in the US, with a growing env cost in MX

https://apnews.com/article/mezcal-mexico-environment-deforestation-agave-oaxaca-erosion-a53aa9d26...
1•littlexsparkee•2m ago•0 comments

Norway wealth fund moves towards some AI-driven decisions with humans in control

https://www.reuters.com/business/norway-wealth-fund-moves-towards-some-ai-driven-decisions-with-h...
1•_____k•2m ago•0 comments

Show HN: RoverBook – Moltbook for Your Website

https://github.com/rtrvr-ai/rover/tree/main/packages/roverbook
1•quarkcarbon279•3m ago•0 comments

"I'm talking to you with my mind"

https://twitter.com/neuralink/status/2036489073091580011
1•nailer•4m ago•0 comments

Asteroid Samples Found DNA's Full Chemical Alphabet in Space

https://modernengineeringmarvels.com/2026/03/23/asteroid-samples-found-dnas-full-chemical-alphabe...
1•Brajeshwar•4m ago•0 comments

Show HN: Clarity – An AI Slack coach for better work communication

https://clarity.rocktangle.com/
1•dhruvghulati•5m ago•0 comments

Ads on Apple Maps – Coming Soon

https://ads.apple.com/maps
1•dmitrygr•5m ago•0 comments

My heuristics are wrong. What now?

https://brooker.co.za/blog/2026/03/20/ic-leadership.html
2•herbertl•8m ago•0 comments

Volkswagen to pivot plant to missile defence production

https://www.marketscreener.com/news/volkswagen-to-pivot-one-plant-to-missile-defence-production-f...
2•akyuu•8m ago•0 comments

From Mendeleev to Fourier

https://www.johndcook.com/blog/2026/03/24/from-mendeleev-to-fourier/
1•ibobev•9m ago•0 comments

'CanisterWorm' Springs Wiper Attack Targeting Iran

https://krebsonsecurity.com/2026/03/canisterworm-springs-wiper-attack-targeting-iran/
1•lschueller•9m ago•0 comments

Young Graduates Face the Grimmest Job Market in Years

https://www.nytimes.com/2026/03/24/business/economy/college-graduates-job-market-hiring.html
8•koolba•13m ago•1 comments

NASA to spend $20B on moon base after cancelling orbiting station

https://www.theguardian.com/science/2026/mar/24/nasa-moon-base-cancelling-artemis
4•I-M-S•14m ago•1 comments

Update on the OpenAI Foundation

https://openai.com/index/update-on-the-openai-foundation/
1•Agreed3750•15m ago•0 comments

The optimized self and the life that got away

https://www.joanwestenberg.com/the-optimized-self-and-the-life-that-got-away/
1•speckx•15m ago•0 comments

Early farming unintentionally bred highly competitive 'warrior' wheat

https://phys.org/news/2026-02-early-farming-unintentionally-bred-highly.html
1•PaulHoule•15m ago•0 comments

Spotify Artist Profile Protection

https://artists.spotify.com/blog/introducing-artist-profile-protection
1•soheilpro•16m ago•0 comments

Streamfold Is Joining Cursor

https://rotel.dev/blog/streamfold-joining-cursor/
2•bryanmikaelian•18m ago•0 comments

Performance Implications of AArch64 Atomics

https://www.researchgate.net/publication/370682772_A_Study_on_the_Performance_Implications_of_AAr...
1•fanf2•18m ago•0 comments

ASIC Chip Routing GIF

https://old.reddit.com/r/chipdesign/comments/1s21n30/global_routing_in_action/
1•random__duck•18m ago•0 comments

InterviewSim: A Scalable Framework for Interview-Grounded Personality Simulation

https://arxiv.org/abs/2602.20294
2•PaulHoule•18m ago•0 comments

Python CFD simulator matching atomic resting radii vs. CODATA

https://github.com/agus79amm-dotcom/scalar-cartographer-cfd
1•Nitsuga0•19m ago•1 comments

RIP Orelhao

https://www.designative.info/2026/01/12/r-i-p-orelhao/
2•pearlsontheroad•19m ago•1 comments
Open in hackernews

Decomposing Transactional Systems

https://transactional.blog/blog/2025-decomposing-transactional-systems
132•pongogogo•11mo ago

Comments

karmakaze•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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•11mo ago
Hey Mark, I actually found this post via yours so thanks!