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"attention is all you need" in screen recording [video]

https://www.youtube.com/watch?v=FMucMp2kU-8&list=PLbUXLHqCDLr3j_WrCB6q5EkEZmimqcGVC&index=2
1•jiabins0303•34s ago•0 comments

MacBook Neo isn't innovation: It's Apple correcting a story it pushed for years

https://www.windowscentral.com/hardware/apple/the-macbook-neo-isnt-innovation-its-apple-finally-o...
1•bentocorp•3m ago•0 comments

The Expensive Thing

https://ajeygore.in/content/the-expensive-thing
1•vinipolicena•3m ago•0 comments

Agent - Native Mac OS X coding ide/harness

https://github.com/macOS26/Agent
1•jv22222•10m ago•0 comments

The AI Market Is Hitting Peak Absurdity

https://garymarcus.substack.com/p/peak-absurdity-part-ii
4•drob518•13m ago•1 comments

Robot Police Dogs Powered by AI Take over Atlanta's Streets

https://www.newsweek.com/robot-police-dogs-powered-by-ai-take-over-atlantas-streets-11782889
2•xoa•15m ago•0 comments

Show HN: I built a Wikipedia based AI deduction game

https://sleuththetruth.com/
1•brikym•16m ago•0 comments

Claude.md Scorer: paste your file, get rubric score and rewrites

https://claude-md-scorer.surge.sh
1•autonomykit•17m ago•0 comments

Durable Object alarm loop: $34k in 8 days, zero users, no platform warning

3•thewillmoss•21m ago•0 comments

Entasis

https://en.wikipedia.org/wiki/Entasis
1•nomilk•23m ago•0 comments

How the Bitcoin protocol works (2013)

https://michaelnielsen.org/ddi/how-the-bitcoin-protocol-actually-works/
1•downbad_•23m ago•0 comments

The first graffiti wall (online)

https://freestencilmaker.com/the-wall
1•superluvdub•25m ago•1 comments

Chinese Electrotech Is the Big Winner in the Iran War

https://paulkrugman.substack.com/p/chinese-electrotech-is-the-big-winner
2•MaysonL•32m ago•0 comments

Pentagon Approaches Automakers, Manufacturers to Boost Weapons Production

https://www.wsj.com/politics/national-security/pentagon-approaches-automakers-manufacturers-to-bo...
2•cwwc•34m ago•0 comments

WebODM – Free and open source drone mapping software

https://webodm.org
1•alligray•43m ago•0 comments

Treasury Secretary Scott Bessent is preparing banks to collect citizenship data

https://www.cnbc.com/2026/04/15/banks-citizenship-data-collection-customer-accounts.html
6•pseudolus•46m ago•0 comments

The Universal Constraint Engine: Neuromorphic Computing Without Neural Networks

https://zenodo.org/records/19600206
2•skinney_uce•48m ago•0 comments

Shares in Allbirds surge after maker of wool sneakers announces pivot to AI

https://www.theguardian.com/business/2026/apr/15/allbirds-stock-ai-pivot
3•i7l•50m ago•1 comments

Tirith – Track your AI API spend with one CLI import

https://github.com/joedaviesio/tirith
1•joedaviesio•50m ago•0 comments

Show HN: The RUM Conjecture Explained [video]

https://www.youtube.com/watch?v=DGoI6T3SGfY
2•rcron•52m ago•0 comments

Amazon worker dies on warehouse floor. Workers told to keep going

https://finance.yahoo.com/sectors/healthcare/articles/just-dont-look-amazon-worker-170000180.html
14•latexr•53m ago•2 comments

YouTube now lets you turn off Shorts

https://www.theverge.com/streaming/912898/youtube-shorts-feed-limit-zero-minutes
53•pentagrama•53m ago•11 comments

Ants Find Food (2003)

https://mute-net.sourceforge.net/howAnts.shtml
1•downbad_•55m ago•3 comments

Substrate Independent

https://github.com/Technologicat/substrate-independent
1•skeledrew•56m ago•0 comments

Zappa: An AI Powered Mitmproxy

https://geohot.github.io//blog/jekyll/update/2026/04/15/zappa-mitmproxy.html
2•__cayenne__•56m ago•0 comments

Anthropic: Stop Shipping. Seriously.

https://www.reddit.com/r/ClaudeAI/s/C9WM4DHtqt
2•IndignantTyrant•59m ago•0 comments

The TL;DR on MCP: Why context matters and how to put it to work

https://www.figma.com/blog/the-tldr-on-mcp/
2•salkahfi•1h ago•0 comments

TruffleRuby 34: Ruby 3.4 Compatibility, 23% Faster Parsing, New 20x Faster

https://truffleruby.dev/blog/truffleruby-34-is-released
1•birdculture•1h ago•0 comments

Atlassian defends firing engineer for suggesting CEO is 'rich jerk'

https://www.afr.com/technology/atlassian-defends-firing-engineer-for-suggesting-ceo-is-rich-jerk-...
21•jamesfinlayson•1h ago•6 comments

Docker Hodgepodge Images

https://www.chainguard.dev/unchained/docker-hodgepodge-images
2•prdonahue•1h ago•0 comments
Open in hackernews

Decomposing Transactional Systems

https://transactional.blog/blog/2025-decomposing-transactional-systems
132•pongogogo•12mo ago

Comments

karmakaze•12mo 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!