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Automating first-pass customer support with Claude Code and MCP

https://sitespeak.ai/blog/automate-customer-support-mcp
1•kizum•44s ago•0 comments

Show HN: After a break up I made an app to fix how I feel

https://apps.apple.com/redeem/?ctx=offercodes&id=6445867241&code=MEMOIRI2
1•momoelz•1m ago•0 comments

The Trump administration's Threat to Scientific Research

https://marginalrevolution.com/marginalrevolution/2026/07/the-trump-administrations-threat-to-sci...
2•surprisetalk•2m ago•0 comments

Why Your Daily Standup Notes Are Useless

https://www.projectnotespro.com/news/why-your-daily-standup-notes-are-useless
1•kestermckinney•6m ago•0 comments

Deriving the Obvious

https://diagrammonkey.wordpress.com/2026/07/19/deriving-the-obvious/
2•petschge•9m ago•0 comments

Values-First Living

https://jmbhughes.waldi.blog/values-first-living
1•waaldev•10m ago•0 comments

Introduction to If (Bash)

https://tldp.org/LDP/Bash-Beginners-Guide/html/sect_07_01.html
1•vladde•10m ago•1 comments

Why malloc always does more than I asked for?

https://ssenthilnathan3.github.io/blog/malloc/
1•nathaah3•13m ago•0 comments

Show HN: Restk – a native API client that stores your workspace as files in Git

https://restk.ai
1•jhaliya•13m ago•0 comments

Mirror Mirror: Self-hosted screen mirroring to your phone

https://github.com/maco30001/Mirror-Mirror
1•maco3000•14m ago•0 comments

The secret Trump administration battle to fight Chinese AI

https://www.axios.com/2026/07/20/ai-us-china-open-source-kimi
1•nnx•14m ago•0 comments

Countries with more tourists than locals

https://www.visualcapitalist.com/ranked-countries-with-more-tourists-than-locals/
1•teleforce•15m ago•0 comments

Show HN: An end to end SEO audit

https://github.com/houtini-ai/seo-audit-console
1•richardbaxter•17m ago•0 comments

Discovery and characterization of antitumor gut microbiota from amphibians

https://www.tandfonline.com/doi/full/10.1080/19490976.2025.2599562
2•he0001•19m ago•0 comments

Through Thick and Thermocline

https://www.bassfinity.com/blog/through-the-thick-of-it-punching-summer-grass-mats
1•jequals5•26m ago•0 comments

DWCS: Why I Open-Sourced My Game Infrastructure Early

https://medium.com/@www.ahadprogamer/i-built-an-open-source-multiplayer-backend-for-a-vr-game-tha...
2•Ahadprogamer•30m ago•0 comments

Extinction Rebellion pelt Microsoft Dutch data center site with acid balloons

https://www.datacenterdynamics.com/en/news/extinction-rebellion-pelts-microsoft-data-center-site-...
1•giuliomagnifico•30m ago•0 comments

Marvell Brings Radix, Low Latency, and Bandwidth to Bear with Teralynx T100

https://www.nextplatform.com/connect/2026/07/17/marvell-brings-radix-low-latency-and-bandwidth-to...
1•rbanffy•31m ago•0 comments

Wharton and Harvard Business School: LLMs on business decisions and tasks

https://business-ai-benchmark.github.io/
1•patelajay285•32m ago•0 comments

Show HN: RefundHalt, contest App Store and Google Play refunds automatically

https://refundhalt.com
1•kedv•34m ago•0 comments

Major AI models are likely to refuse criticizing restrictive leaders or govts

https://apnews.com/article/artificial-intelligence-chatbots-censorship-bias-free-speech-fed8fdbf9...
1•smurda•37m ago•0 comments

Why is it so hard for the U.S. to win wars?

https://www.npr.org/2026/07/18/g-s1-134037/why-is-it-so-hard-for-the-u-s-to-win-wars
13•rbanffy•38m ago•8 comments

India's first privately-developed rocket reaches orbit on dramatic debut launch

https://arstechnica.com/space/2026/07/indias-first-privately-developed-rocket-reaches-orbit-on-dr...
1•rbanffy•41m ago•0 comments

Show HN: I built a pinball repair tool grounded in the real service manuals

https://joinflipside.com.au/repair/
1•mcpit•43m ago•0 comments

Understanding Go AI Inference: What Is Inference?

https://internals-for-interns.com/posts/go-ai-inference-what-is-inference/
1•valyala•43m ago•0 comments

Commission fines AliExpress €550M for breaching the Digital Services Act

https://digital-strategy.ec.europa.eu/en/news/commission-fines-aliexpress-eu550-million-breaching...
2•robin_reala•48m ago•0 comments

Show HN: Diagraw-draw AWS/GCP/IBM archs with icons, arrows that stay attached

https://diagraw.com/
1•victoragudo•49m ago•0 comments

Alibaba Fined Record €550M by EU for Illegal Sales

https://www.bloomberg.com/news/articles/2026-07-20/alibaba-fined-550-million-for-illegal-sales-in...
3•technewssss•50m ago•1 comments

Ask HN: What would a Python-first web look like?

1•RS-232•50m ago•1 comments

DeepWaiting mindfulness while you wait

https://deepwaiting.xyz
1•Zeekaas•50m 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!