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Weatherman introduces fruit-based authentication system to combat deep fakes

https://www.youtube.com/watch?v=5HVbZwJ9gPE
1•savrajsingh•36s ago•0 comments

Why Embedded Models Must Hallucinate: A Boundary Theory (RCC)

http://www.effacermonexistence.com/rcc-hn-1-1
1•formerOpenAI•2m ago•2 comments

A Curated List of ML System Design Case Studies

https://github.com/Engineer1999/A-Curated-List-of-ML-System-Design-Case-Studies
3•tejonutella•6m ago•0 comments

Pony Alpha: New free 200K context model for coding, reasoning and roleplay

https://ponyalpha.pro
1•qzcanoe•10m ago•1 comments

Show HN: Tunbot – Discord bot for temporary Cloudflare tunnels behind CGNAT

https://github.com/Goofygiraffe06/tunbot
1•g1raffe•13m ago•0 comments

Open Problems in Mechanistic Interpretability

https://arxiv.org/abs/2501.16496
2•vinhnx•18m ago•0 comments

Bye Bye Humanity: The Potential AMOC Collapse

https://thatjoescott.com/2026/02/03/bye-bye-humanity-the-potential-amoc-collapse/
1•rolph•23m ago•0 comments

Dexter: Claude-Code-Style Agent for Financial Statements and Valuation

https://github.com/virattt/dexter
1•Lwrless•24m ago•0 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
1•vermilingua•30m ago•0 comments

Essential CDN: The CDN that lets you do more than JavaScript

https://essentialcdn.fluidity.workers.dev/
1•telui•30m ago•1 comments

They Hijacked Our Tech [video]

https://www.youtube.com/watch?v=-nJM5HvnT5k
1•cedel2k1•34m ago•0 comments

Vouch

https://twitter.com/mitchellh/status/2020252149117313349
25•chwtutha•34m ago•3 comments

HRL Labs in Malibu laying off 1/3 of their workforce

https://www.dailynews.com/2026/02/06/hrl-labs-cuts-376-jobs-in-malibu-after-losing-government-work/
2•osnium123•35m ago•1 comments

Show HN: High-performance bidirectional list for React, React Native, and Vue

https://suhaotian.github.io/broad-infinite-list/
2•jeremy_su•36m ago•0 comments

Show HN: I built a Mac screen recorder Recap.Studio

https://recap.studio/
1•fx31xo•39m ago•0 comments

Ask HN: Codex 5.3 broke toolcalls? Opus 4.6 ignores instructions?

1•kachapopopow•44m ago•0 comments

Vectors and HNSW for Dummies

https://anvitra.ai/blog/vectors-and-hnsw/
1•melvinodsa•46m ago•0 comments

Sanskrit AI beats CleanRL SOTA by 125%

https://huggingface.co/ParamTatva/sanskrit-ppo-hopper-v5/blob/main/docs/blog.md
1•prabhatkr•58m ago•1 comments

'Washington Post' CEO resigns after going AWOL during job cuts

https://www.npr.org/2026/02/07/nx-s1-5705413/washington-post-ceo-resigns-will-lewis
3•thread_id•58m ago•1 comments

Claude Opus 4.6 Fast Mode: 2.5× faster, ~6× more expensive

https://twitter.com/claudeai/status/2020207322124132504
1•geeknews•1h ago•0 comments

TSMC to produce 3-nanometer chips in Japan

https://www3.nhk.or.jp/nhkworld/en/news/20260205_B4/
3•cwwc•1h ago•0 comments

Quantization-Aware Distillation

http://ternarysearch.blogspot.com/2026/02/quantization-aware-distillation.html
2•paladin314159•1h ago•0 comments

List of Musical Genres

https://en.wikipedia.org/wiki/List_of_music_genres_and_styles
1•omosubi•1h ago•0 comments

Show HN: Sknet.ai – AI agents debate on a forum, no humans posting

https://sknet.ai/
1•BeinerChes•1h ago•0 comments

University of Waterloo Webring

https://cs.uwatering.com/
2•ark296•1h ago•0 comments

Large tech companies don't need heroes

https://www.seangoedecke.com/heroism/
2•medbar•1h ago•0 comments

Backing up all the little things with a Pi5

https://alexlance.blog/nas.html
1•alance•1h ago•1 comments

Game of Trees (Got)

https://www.gameoftrees.org/
3•akagusu•1h ago•1 comments

Human Systems Research Submolt

https://www.moltbook.com/m/humansystems
1•cl42•1h ago•0 comments

The Threads Algorithm Loves Rage Bait

https://blog.popey.com/2026/02/the-threads-algorithm-loves-rage-bait/
1•MBCook•1h ago•0 comments
Open in hackernews

Database Linting and Analysis for PostgreSQL

https://pglinter.readthedocs.io/en/latest/
117•fljdin•4mo ago

Comments

fljdin•4mo ago
pglinter is a PostgreSQL extension that analyzes your database for potential issues, performance problems, and best practice violations. Written in Rust using pgrx, it provides deep integration with PostgreSQL for efficient database analysis.
clintonb•3mo ago
Seems nice. It would be better if it could be run as a script or agent, instead of a plugin, so it could work against hosted installations on AWS or Google Cloud (both of which limit extensions).
bigiain•3mo ago
While that'd be nice, I ended up deciding I probably didn't want something like this installed on my prod RDS Postgres, but instead I can easily run it on local dev/staging Postgres instances, and ensure I'm testing the prod config without having to run pg extensions on the prod instances. It looks like running this on a database dump from prod will be able to run all the tests except the Cluster Rules - which feels like a good tradeoff for me.
ddxv•3mo ago
Will this support Postgres18 soon? I see the docs say it currently supports Postgres18 beta 2, so possibly just the docs need to be bumped?
gurjeet•3mo ago
Why does it have to be an extension? At a cursory glance I did not see any checks that cannot be performed by a client/application that connects to the database. Being an extension gives it privileges that wouldn't be available to a client application.
gazpacho•3mo ago
Came here to say just this. I want this so bad! But I can’t run it on a cloud hosted Postgres…
traceroute66•3mo ago
> Why does it have to be an extension?

Same sentiment here.

Its 2025, the necessity of the principle of least privilege is greater than ever.

I'm not installing random third-party postgres extensions. Even in dev environments. Sorry.

oefrha•3mo ago
I run plpgsql_check extension (packaged by Debian) in a test-only container, which only live for the duration of automated tests. It’s alright.
plateboxbag•3mo ago
Fair point, but can't it just be run in a container that has the schema applied? Can just run locally/in ci?
neves•3mo ago
Looks nice. Do you know any similar tools that work for other databases?
evanelias•3mo ago
Schema management tools often include built-in linters. I added a linter engine to my MySQL/MariaDB schema management tool Skeema back in 2019 and it proved to be a popular feature [1]. A couple more recent entrants in this space include ByteBase [2] and Atlas [3].

When selecting a linter, I'd just recommend ensuring the author(s) are deeply experienced in your particular DBMS. Otherwise they tend to cargo-cult bad advice that is either out-of-date, or only makes sense for some other DBMS. And nowadays, AI hallucinations are another source of nonsensical linters.

[1] https://www.skeema.io/docs/features/safety/

[2] https://docs.bytebase.com/sql-review/review-rules

[3] https://atlasgo.io/versioned/lint

rotemtam•3mo ago
Thanks for the mention evan!
tianzhou•3mo ago
Appreciate the Bytebase shoutout! Skeema has definitely been an inspiration.
SteveLauC•3mo ago
Interesting project. Has anyone tried adopting something like this in their database cluster? I would like to know how it performs in practice. Is it useful?
thewisenerd•3mo ago
mirroring all the comments about this _needing_ to be an extension..

in theory, one should be able to extract the "rule" definitions [1] and have it run with a conn str; instead of this _needing_ to be an extension.

in practice though, query plan analysis and missing indexes is a bigger use-case; since it's bad queries that take down the db.. and i see no rules here to help with that.

[1] https://github.com/pmpetit/pglinter/blob/9a0c427fac14840a7d6...

mannyv•3mo ago
I expect that the thing that makes it an extension is "T005: Tables with potential missing indexes (high sequential scan usage)." Can you get that data on the outside?
wiredfool•3mo ago
The pg_stat_io tables have a bunch of data that will tell you about index and table usage.
phartenfeller•3mo ago
We are also working on a database linter. Currently focusing on Oracle but we will support Postgres soon too.

Rules can either run queries against the DB (e. g. foreign key without index) or use our parser to check code SQL, PL/SQL, and pgSQL soon (naming standards, security and performance issues, etc.). We currently have over 280 rules [1]. The tool runs as a lange server during development or as a CLI so you can use it in your automations. Its more enterprise focused, an admin can create configurations that get applied to all developmers.

[1]: https://dblinter-rules.united-codes.com/all-rules/

davedx•3mo ago
It’s a good idea, but this kind of thing is my problem with linters: “B006: Tables with uppercase names/columns”

They usually end up expanding in scope into places they shouldn’t be. Consider also react linters, full of rules that shouldn’t always be blanket applied or create tons of pointless busywork.

My ORM will decide the naming of my database tables, thank you very much. It’s much more qualified than a linter, which should stay in its lane.

miniwark•3mo ago
It look like easy to disable a rule : `SELECT pglinter.disable_rule('B006');`.

That said, i agree with you than some of the default rules may be bad. For example : B001 & T001 recommend primary keys, but it will effectively kill a TimescaleDB hypertable (primary keys are not recommended).

evanelias•3mo ago
Generally speaking, table name capitalization linters are actually very useful for portability reasons.

The exact rules for identifier case sensitivity vary across different DBMS, for example in Postgres it depends on whether quotes are used: https://www.postgresql.org/docs/current/sql-syntax-lexical.h...

Meanwhile for MySQL/MariaDB it depends on whether the underlying OS/filesystem is case-sensitive or not: https://www.skeema.io/blog/2022/06/07/lower-case-table-names...

And plenty of similarly weird behavior on other DBMS.

ORMs tend to be generic / multi-DBMS, and you shouldn't always assume your ORM's behavior is more qualified than a DBMS-specific linter.

davedx•3mo ago
I don't understand -- useful how exactly?

For most of my recent projects I use Prisma with Postgres; Prisma tables by default are named like TableName, and yes - for actual Postgres SQL that means you need to wrap everything in double quotes if you do anything manually `SELECT * FROM "TableName"` because otherwise it won't work.

But that's never actually been an issue for me in some way? Compared to the immense benefits of having a well designed ORM (like Prisma), this linter doesn't seem useful to me at all. But maybe I'm missing something.

evanelias•3mo ago
Sure, it depends on the circumstances of the project and company. If your company has software written in multiple languages interacting with the same database, then you're not all going through the same ORM and things like this can be problematic. That means it's useful to have a policy of "all identifiers should be lowercase", and the linter helps enforce that.

Or if you ever need to port software to multiple DBMS instead of just Postgres, then having mixed-case names is especially a minefield, since each DBMS handles this differently and very few handle things per the SQL standard in this particular area.

It's admittedly a slightly niche linter rule, and in my own schema management software (which includes a linter) I have this rule default to being disabled.

As a side note though, it's honestly a red flag when an ORM uses mixed-case names by default. Normally one benefit of ORMs is that they help with multi-DBMS portability, but this design choice absolutely does the opposite.

mannyv•3mo ago
The reason you don’t this in psql is that for some versions of Postgres case is significant and you need to use quotation marks. I ran into this at one point and it drove me bonkers.

Older versions of pg let you create cases identifiers without quotes. I don’t care enough to look which ones.

https://sqlpey.com/sql/postgresql-identifier-case-sensitivit...

lervag•3mo ago
Related tools:

- https://github.com/kaaveland/eugene/

- https://github.com/supabase-community/postgres-language-serv...

landsman•3mo ago
Checks for DB migrations in GitHub Pull Request would be really nice!