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Reinforcement Learning with Metacognitive Feedback Elicits Uncertainty in LLMs

https://arxiv.org/abs/2606.32032
1•jonnonz•54s ago•0 comments

Show HN: Ex Situ, open-source spatial index of displaced cultural artifacts

https://exsitu.app/map
1•hbyel•1m ago•0 comments

Secure Unix ancestor KSOS did type safety before Rust made it cool

https://www.theregister.com/os-platforms/2026/07/06/secure-unix-ancestor-ksos-did-type-safety-bef...
1•rbanffy•1m ago•0 comments

Bridg.fun – A minimal, zero-knowledge text and file bridge between devices

https://bridg.fun
1•peeposaur•3m ago•0 comments

The Event-Sourced Domain Modeling Language Is Now Open-Source

https://www.esdm.io/
1•goloroden•4m ago•0 comments

Show HN: Disguise any article as VS Code, Excel or Slack – with a boss key

https://sneakread.com/
1•blacktechnology•6m ago•0 comments

World's only skydiving DC-9 jet [video]

https://www.youtube.com/watch?v=I1Gdar72rMU
1•jasoncartwright•7m ago•0 comments

Dear You: Beijing puts on movie night for diplomats

https://www.scmp.com/news/china/diplomacy/article/3359714/dear-you-beijing-puts-movie-night-diplo...
1•Alien1Being•9m ago•0 comments

Microsoft Can Track Users via a Windows Device ID

https://www.pcmag.com/news/a-hackers-arrest-reveals-microsoft-can-track-users-via-a-windows-device
2•ifh-hn•9m ago•0 comments

We're Living Through the AI Utopia and Can't See It

https://twitter.com/christofsalis/status/2073375047939395671
2•evizero•11m ago•0 comments

Show HN: Access-aware text-to-SQL – stop LLM agents overfetching data

https://github.com/sparklingneuronics/access-aware-text-to-sql
1•dimitarst•12m ago•0 comments

Verbalizable Representations Form a Global Workspace in Language Models

https://transformer-circuits.pub/2026/workspace/index.html
2•matthewsinclair•19m ago•1 comments

Show HN: A router that drops costs by roughly 45%

https://www.flexinference.com
1•Aperswal•22m ago•1 comments

YC CEO says he ships 37K LoC/day AI code. A developer looked under the hood

https://www.fastcompany.com/91520702/y-combinator-garry-tan-agentic-ai-social-media
14•theanonymousone•23m ago•1 comments

Show HN: Shadow Web – Cut 64–97% of web page tokens for LLM agents

https://github.com/ulinycoin/shadow-web
1•ulinycoin•24m ago•0 comments

The first AI safety letter was sent in 1949

https://vanuan.github.io/blog/2026-02-28-wiener/
1•indynz•25m ago•0 comments

The Ant Catalog Leak – Inside the NSA's Covert Hacking Program (CC) [video]

https://www.youtube.com/watch?v=FDiIC_NJ2a8
1•ary27x•27m ago•0 comments

GitHub abandons offer to burn repos on CD

https://www.theregister.com/devops/2026/07/06/github-cuts-short-offer-to-burn-repos-on-cd-after-m...
2•Alien1Being•27m ago•0 comments

Collapse of AMOC ocean current may be locked in

https://institutions.newscientist.com/article/2533017-collapse-of-amoc-ocean-current-may-already-...
2•sieste•29m ago•0 comments

Wall Street warms to SpaceX ahead of Nasdaq 100 inclusion

https://www.reuters.com/business/wall-street-warms-spacex-ahead-nasdaq-100-inclusion-2026-07-07/
2•adithyaharish•36m ago•0 comments

Oikoumene: Autonomous Agent Civilization Simulator

https://github.com/GeoLambdaAI/oikoumene/tree/main
2•Gtombri•38m ago•0 comments

CVE-2026-8451: Citrix NetScaler SAML Memory Overread

https://www.lupovis.io/lupovis-insights/
2•noktec•42m ago•0 comments

Posthorn – A self-contained email pen-pal daemon for slow, self-hosted LLMs

https://tangled.org/clee.sh/posthorn
2•circularfoyers•43m ago•0 comments

Why you should not have Managers in your class name

https://karankurani.com/writing/post/170793461763/why-you-should-not-have-managers-in-your-class/
2•BIackSwan•45m ago•1 comments

Ryzen AI Developer Platform: AMD's Own Linux Distribution Built Atop Debian

https://www.phoronix.com/review/ryzen-ai-linux-os
1•rbanffy•45m ago•0 comments

Supreme Court allows Texas to require age verification for mobile apps

https://www.cnn.com/2026/07/06/politics/supreme-court-allows-texas-to-require-age-verification-fo...
1•austin-cheney•46m ago•0 comments

Show HN: Fast, native Mac file manager (filters, fuzzy find, 9 MB, no Electron)

https://whimfiles.com
3•whimbyte•51m ago•0 comments

Microsoft admits a Windows 11 bug is eating up to 500GB of storage

https://www.windowslatest.com/2026/07/06/microsoft-admits-a-windows-11-bug-is-eating-up-to-500gb-...
6•vidyesh•51m ago•0 comments

An open model came within a whisker of Claude Opus, then lied about its own work

https://aarils.com/personal/the-unreliable-narrator
1•bridgettegraham•53m ago•0 comments

Easyfone: Mobiles for Senior Citizens

https://easyfone.in/
1•thunderbong•54m 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!