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Why the Model Context Protocol Won

https://thenewstack.io/why-the-model-context-protocol-won/
1•electric_muse•2m ago•0 comments

Is Gemini 3 with Gemini CLI having issues?

1•mmaunder•2m ago•0 comments

Why Stocktwits Still Has Bots

1•saveontrading•3m ago•0 comments

Near noninvasive high-resolution brain imaging in awake behaving mice

https://www.nature.com/articles/s41467-025-64251-y
1•PaulHoule•3m ago•0 comments

AI that helps you write text that sounds human – win or flop?

https://www.thenaturalwriter.com/
1•veucast•4m ago•0 comments

Dingo – a meta-language for Go

https://dingolang.com/
1•ezekg•5m ago•0 comments

Tesla Optimus robot takes a suspicious tumble in new demo

https://electrek.co/2025/12/07/tesla-optimus-robot-takes-suspicious-tumble-in-new-demo/
1•LopRabbit•5m ago•0 comments

They Killed My Source

https://www.theatlantic.com/magazine/2026/01/mohammad-tajik-iran-cyber-intelligence/684954/
1•JumpCrisscross•5m ago•0 comments

Trump greenlights Nvidia H200 AI chip sales to China, says Xi responded pos

https://www.cnbc.com/2025/12/08/trump-nvidia-h200-sales-china.html
1•paulkrush•5m ago•1 comments

I wasted 6 months "building systems". I should've recorded myself do the work

https://old.reddit.com/r/Entrepreneurs/comments/1pgl1z0/i_wasted_6_months_building_systems_when_i...
1•pykello•9m ago•0 comments

Aep-2026: API Design Standard and Tooling Ecosystem

https://aep.dev/blog/aep-2026-release/
2•rambleraptor•10m ago•0 comments

I built a "Netflix-grade" retro game player for the browser (React and WASM)

https://github.com/muditjuneja/koin-deck-retro-player
1•beingmudit•10m ago•1 comments

Even Odd Grid – You Can See More or Not

https://yay-or-nope.netlify.app/
1•cpuXguy•11m ago•0 comments

Show HN: Prompt Refiner – MCP extension that refines prompts into 4 styles

https://github.com/cs97jjm3/cs97jjm3-prompt-refiner
1•cs97jjm3•14m ago•0 comments

Is Day Trading Zero Sum?

https://thelightcone.substack.com/p/is-day-trading-zero-sum
2•bci12333•15m ago•0 comments

Goldman: AI bubble brewing in private markets

https://www.msn.com/en-us/money/news/goldman-ai-bubble-brewing-in-private-markets/vi-AA1RWDkb
3•zerosizedweasle•16m ago•0 comments

Student Loan Deductions

https://incoherency.co.uk/blog/stories/student-loan.html
1•speckx•18m ago•0 comments

60M streams, £10K+/month passive income – and I only just built a website

https://www.indiehackers.com/post/60m-streams-10k-month-passive-income-and-i-only-just-built-a-we...
1•meelo_c•18m ago•1 comments

Buildstash Launch Week: Software binaries management platform

https://buildstash.com/launch-week
1•r0bbie•18m ago•0 comments

Show HN: I've asked Claude to improve codebase quality 200 times

https://gricha.dev/blog/the-highest-quality-codebase
4•Gricha•19m ago•0 comments

Show HN: QueryPanel – AI Driven Dashboards

https://querypanel.io
1•civancza•21m ago•1 comments

Salt Bank and Upvest

https://michael-dev-tech.github.io/Website/salt.html
1•f0r3st•23m ago•0 comments

Ring of Fire

https://en.wikipedia.org/wiki/Ring_of_Fire
1•kiernanmcgowan•23m ago•0 comments

Can hardship become an exchangeable asset without exploitation?

https://ontotrust.org/ontoTrust-life-value-exchange.html
1•nettalk83•23m ago•1 comments

Aptos: Free software for me, but not for thee

https://github.com/aptos-labs/aptos-core/issues/18291
1•dboreham•24m ago•0 comments

Delivery Robots Take over Chicago Sidewalks, Sparking Debate and a Petition

https://blockclubchicago.org/2025/12/08/delivery-robots-take-over-chicago-sidewalks-sparking-deba...
2•mikhael•25m ago•0 comments

Climate activists question hype around small modular reactors

https://www.euractiv.com/news/climate-activists-question-hype-around-small-modular-reactors/
1•miguelazo•25m ago•0 comments

Pig Video Arcades Critique Life in the Pen (1997)

https://www.wired.com/1997/06/pig-video-arcades-critique-life-in-the-pen/
1•naryJane•25m ago•0 comments

Happy Eyeballs

https://en.wikipedia.org/wiki/Happy_Eyeballs
1•chaghalibaghali•28m ago•0 comments

My historian dad unknowingly prepared me for the age of AI

https://www.holdmyjuice.co/read/how-my-dad-prepared-me-for-ai-without-even-knowing-it
2•sophiabk•28m ago•1 comments
Open in hackernews

Decomposing Transactional Systems

https://transactional.blog/blog/2025-decomposing-transactional-systems
132•pongogogo•7mo ago

Comments

karmakaze•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo ago
Hey Mark, I actually found this post via yours so thanks!