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Heavy corporate AI spenders add staff faster than peers

https://www.ft.com/content/8026eac6-16ad-467d-b8c3-c48c5af684e6
1•uxhacker•8m ago•0 comments

Show HN: PDFMergely – In-browser PDF tools that never upload your files

https://pdfmergely.com
1•pdfmergely•10m ago•0 comments

Show HN: Berth – A native macOS app for managing containers with Apple/container

https://github.com/tofa84/berth
1•tomfal•10m ago•0 comments

Ask for Feedback Before You Need It

1•Semi_hayat•11m ago•0 comments

Estonian camera headed for deep-space mission in 2028

https://news.err.ee/1610059198/estonian-camera-headed-for-deep-space-mission-in-2028
1•marklit•12m ago•0 comments

DevOps

1•Snapymon•15m ago•0 comments

Oil stocks in US Strategic Reserve fall by 5.5M – lowest level since 1983

https://www.reuters.com/business/energy/oil-stocks-us-strategic-petroleum-reserve-fall-by-55-mill...
1•Teever•16m ago•0 comments

The Force Is with Cristal Beer

https://en.wikipedia.org/wiki/The_Force_is_with_Cristal_Beer
1•Michelangelo11•18m ago•0 comments

DeepSeek Open Sources DSpark

https://venturebeat.com/orchestration/deepseek-open-sources-dspark-a-new-framework-to-speed-up-ll...
1•msalsas•18m ago•0 comments

Wellformed: Validation Schemas as JSON for TypeScript and Rust

https://wellformed.net/
1•burnrate•23m ago•1 comments

DeepSeek V4 official release coming in mid-July with 2x peak-hour API pricing

https://technode.com/2026/06/30/deepseek-to-launch-v4-in-mid-july-with-new-peak-time-api-pricing/
3•linzhangrun•25m ago•0 comments

Universal agents require universal memory

https://adapt.com/blog/unified-memory
1•ashumz•26m ago•0 comments

The state of the AI economy from bottom up

https://www.exponentialview.co/p/the-state-of-the-ai-economy
1•damethos•26m ago•0 comments

Open Hardware and Free Software: Teufel Mynd, a Case Study of a BT Loudspeaker

https://fsfe.org/news/2026/news-20260629-01.en.html
1•kirschner•27m ago•0 comments

QDBP: Explicit depth markers as an alternative to indentation and parentheses

https://github.com/tearflake/qdbp
1•tearflake•32m ago•0 comments

AI Policy Update

https://blog.freecad.org/2026/06/29/ai-policy-update/
1•ilreb•39m ago•0 comments

Reward hacking is swamping model intelligence gains

https://cursor.com/blog/reward-hacking-coding-benchmarks
3•matt_d•41m ago•0 comments

Vega: Zero-knowledge proofs for digital identity in the age of AI

https://www.microsoft.com/en-us/research/blog/vega-zero-knowledge-proofs-for-digital-identity-in-...
1•tosh•43m ago•0 comments

Gemma 4 on Cerebras - The Fastest Inference Is Now Multimodal

https://www.cerebras.ai/blog/gemma-4-on-cerebras-the-fastest-inference-is-now-multimodal
3•Tiberium•43m ago•1 comments

Show HN: Bored People Chat – Anonymous global chat room

https://boredpeoplechat.com/
5•syc-bpc•43m ago•11 comments

I built 25 executable skills for my AI agent �” all open source

https://github.com/ChrisLamDev/hermes-core-skills
1•ChrisLamDev118•44m ago•0 comments

Another Semiquincentennial

https://sanfranciscan.org/2026/06/29/another-semiquincentennial/
1•chema•47m ago•0 comments

Ask HN: Which is the best local model under 3B parameters today?

1•akarshhegde18•48m ago•0 comments

The op log was peer-to-peer the whole time

https://avelino.run/from-icloud-to-peers/
1•ethanplant•50m ago•0 comments

I built a free invoice generator for freelancers – no login, no subscription

https://quickinvoice-jade.vercel.app
1•Mini_dev•53m ago•0 comments

Operation RYaN

https://en.wikipedia.org/wiki/Operation_RYAN
1•valgaze•56m ago•0 comments

We built a P2P app with no servers. 1M users didn't miss them [Video]

https://www.youtube.com/watch?v=n76zGrt4aRY
1•danboarder•57m ago•0 comments

Tangled CI runs on microVMs

https://blog.tangled.org/spindle-microvm/
2•icy•1h ago•0 comments

Manifest-Driven Development

https://spacedock.md/blog/manifest-driven-development/
1•clkao•1h ago•1 comments

Meshtryoshka: Differentiable Mesh Rendering for Unbounded Scenes

https://danielxu9393.github.io/meshtryoshka-website/
1•E-Reverance•1h 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!