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Show HN: Convert your articles into videos in one click

https://vidinie.com/
1•kositheastro•2m ago•0 comments

Red Queen's Race

https://en.wikipedia.org/wiki/Red_Queen%27s_race
2•rzk•3m ago•0 comments

The Anthropic Hive Mind

https://steve-yegge.medium.com/the-anthropic-hive-mind-d01f768f3d7b
2•gozzoo•5m ago•0 comments

A Horrible Conclusion

https://addisoncrump.info/research/a-horrible-conclusion/
1•todsacerdoti•6m ago•0 comments

I spent $10k to automate my research at OpenAI with Codex

https://twitter.com/KarelDoostrlnck/status/2019477361557926281
2•tosh•7m ago•0 comments

From Zero to Hero: A Spring Boot Deep Dive

https://jcob-sikorski.github.io/me/
1•jjcob_sikorski•7m ago•0 comments

Show HN: Solving NP-Complete Structures via Information Noise Subtraction (P=NP)

https://zenodo.org/records/18395618
1•alemonti06•12m ago•1 comments

Cook New Emojis

https://emoji.supply/kitchen/
1•vasanthv•15m ago•0 comments

Show HN: LoKey Typer – A calm typing practice app with ambient soundscapes

https://mcp-tool-shop-org.github.io/LoKey-Typer/
1•mikeyfrilot•18m ago•0 comments

Long-Sought Proof Tames Some of Math's Unruliest Equations

https://www.quantamagazine.org/long-sought-proof-tames-some-of-maths-unruliest-equations-20260206/
1•asplake•19m ago•0 comments

Hacking the last Z80 computer – FOSDEM 2026 [video]

https://fosdem.org/2026/schedule/event/FEHLHY-hacking_the_last_z80_computer_ever_made/
1•michalpleban•19m ago•0 comments

Browser-use for Node.js v0.2.0: TS AI browser automation parity with PY v0.5.11

https://github.com/webllm/browser-use
1•unadlib•20m ago•0 comments

Michael Pollan Says Humanity Is About to Undergo a Revolutionary Change

https://www.nytimes.com/2026/02/07/magazine/michael-pollan-interview.html
1•mitchbob•20m ago•1 comments

Software Engineering Is Back

https://blog.alaindichiappari.dev/p/software-engineering-is-back
2•alainrk•21m ago•0 comments

Storyship: Turn Screen Recordings into Professional Demos

https://storyship.app/
1•JohnsonZou6523•21m ago•0 comments

Reputation Scores for GitHub Accounts

https://shkspr.mobi/blog/2026/02/reputation-scores-for-github-accounts/
2•edent•25m ago•0 comments

A BSOD for All Seasons – Send Bad News via a Kernel Panic

https://bsod-fas.pages.dev/
1•keepamovin•28m ago•0 comments

Show HN: I got tired of copy-pasting between Claude windows, so I built Orcha

https://orcha.nl
1•buildingwdavid•28m ago•0 comments

Omarchy First Impressions

https://brianlovin.com/writing/omarchy-first-impressions-CEEstJk
2•tosh•34m ago•1 comments

Reinforcement Learning from Human Feedback

https://arxiv.org/abs/2504.12501
3•onurkanbkrc•35m ago•0 comments

Show HN: Versor – The "Unbending" Paradigm for Geometric Deep Learning

https://github.com/Concode0/Versor
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Show HN: HypothesisHub – An open API where AI agents collaborate on medical res

https://medresearch-ai.org/hypotheses-hub/
1•panossk•38m ago•0 comments

Big Tech vs. OpenClaw

https://www.jakequist.com/thoughts/big-tech-vs-openclaw/
1•headalgorithm•41m ago•0 comments

Anofox Forecast

https://anofox.com/docs/forecast/
1•marklit•41m ago•0 comments

Ask HN: How do you figure out where data lives across 100 microservices?

1•doodledood•41m ago•0 comments

Motus: A Unified Latent Action World Model

https://arxiv.org/abs/2512.13030
2•mnming•41m ago•0 comments

Rotten Tomatoes Desperately Claims 'Impossible' Rating for 'Melania' Is Real

https://www.thedailybeast.com/obsessed/rotten-tomatoes-desperately-claims-impossible-rating-for-m...
4•juujian•43m ago•2 comments

The protein denitrosylase SCoR2 regulates lipogenesis and fat storage [pdf]

https://www.science.org/doi/10.1126/scisignal.adv0660
1•thunderbong•45m ago•0 comments

Los Alamos Primer

https://blog.szczepan.org/blog/los-alamos-primer/
1•alkyon•47m ago•0 comments

NewASM Virtual Machine

https://github.com/bracesoftware/newasm
2•DEntisT_•49m ago•0 comments
Open in hackernews

Permission Systems for Enterprise That Scale

https://eliocapella.com/blog/permission-systems-for-enterprise/
99•eliocs•1mo ago

Comments

bencyoung•1mo ago
If you're using Postgres then using the ltree module is great for permission systems. Available in RDS too
casper14•1mo ago
Could you explain why this is great over alternatives?
nh2•1mo ago
Do you have an article about that?
bencyoung•1mo ago
Sorry for the delay! It's fairly simple. 1. You have a column on your objects you want secured as an LTREE[] 2. You add a GIST index on that column

The values should be the different hierarchy paths to access the object starting with a "type" e.g departments.root.deptA

When you run a query, depending on how you want to access you use a <@ query. E.g. I'm a user with root access to all depts "col <@ 'departments.root'::ltree" or I'm a user in dept A "col <@ 'departments.root.deptA'::ltree" etc

calderwoodra•1mo ago
Agreed, specifically for the file structure use-case, we were able to solve this with ltree.
amcvitty•1mo ago
About to embark on a similar project. Would love to hear any insights you can share!
bencyoung•1mo ago
Sorry for the delay! It's fairly simple.

1. You have a column on your objects you want secured as an LTREE[] 2. You add a GIST index on that column

The values should be the different hierarchy paths to access the object starting with a "type" e.g departments.root.deptA

When you run a query, depending on how you want to access you use a <@ query. E.g. I'm a user with root access to all depts "col <@ 'departments.root'::ltree" or I'm a user in dept A "col <@ 'departments.root.deptA'::ltree" etc

charcircuit•1mo ago
>We added a point of failure, as the permissions table can get out of sync with the actual data.

>The main risk with pre-computed permissions is data getting out of sync.

It would make sense to have permissions be a first class concept for databases and to ensure such a desync could never happen. Data being only read or written from specific users is a very common thing for data so it would be worth having first class support for it.

valiant55•1mo ago
I'm struggling to understand what the issue that the author is getting at. The point of a database is that it's ACID compliant, wrap insets/updates/deletes in a transaction and no such drift would occur. What am I missing?
charcircuit•1mo ago
I don't think you are missing anything. I think he is just pointing out that technically nothing is enforcing this synchronization, so if someone forgets to wrap things in a transaction, it could get out of sync.
eliocs•1mo ago
I just want to point out you have to take care about that, yes you can have a trigger or a transaction to make sure it happens but it isn't there out of the box
ahsisibssbx•1mo ago
Depending on your DBMS and isolation level, using a transaction might not fix things. That being said I don’t think (at least for Postgres) most people are using an isolation level that could cause this.

Much more likely I think is that you can’t use the db to prevent invalid states here (unique constraint, etc) and you’re dependent on other areas of the code correctly implementing concurrency controls. Race condition in resource A causes problems in your permissions table now.

And just from a general engineering perspective, you should assume things are going to fail and assess what your path forward looks like when they do. Recovery script sounds like a good idea for a critical area.

eliocs•1mo ago
Lot of 'new' databases are basing their moat on this and sync engines. Eg: supabase, zero.dev, jazzdb, etc.
jeffbee•1mo ago
Why is it a useful property that everything is always "in sync"? I propose this is not possible anyway. These systems are always asynchronous, and the time of check is always before the time of use, and it is always possible that a revocation occurs between them, and this problem cannot be eliminated.
tekkk•1mo ago
Strange the article proposes itself for "Enterprise" yet has no mention of Google's Zanzibar and how it compares to the other approaches. AFAIK it doesn't use pre-computed values but just queries really fast (using Spanner so there's that)
smarx007•1mo ago
And https://projects.eclipse.org/projects/technology.biscuit
eliocs•1mo ago
Can you let me know how would you for example query all accessible resources for a user using Google's Zanzibar?
phrotoma•1mo ago
Related: if anyone has a method of achieving this query against GCP resources I'd be keen to learn that as well.
jschorr•1mo ago
We actually have users that synchronize their resources from various sources (AWS, Kubernetes, etc) into SpiceDB, explicitly so they can perform these kinds of queries!

One of the major benefits of a centralized authorization system is allowing for permissions queries across resources and subjects from multiple different services/sources (of course, with the need to synchronize the data in)

Happy to expand on how some users do so, if you're curious.

jschorr•1mo ago
In SpiceDB, this is known as the LookupResources [1] API, which returns all resources (of a particular type) that a particular subject (user in this case) has a particular permission on.

We have a guide on doing ACL-aware filtering and listing [2] with this API and describing other approaches for larger Enterprise scales

Disclaimer: I'm the co-founder and CTO of AuthZed, we develop SpiceDB, and I wrote our most recent implementation of LookupResources

[1]: https://buf.build/authzed/api/docs/main:authzed.api.v1#authz... [2]: https://authzed.com/docs/spicedb/modeling/protecting-a-list-...

svaha1728•1mo ago
If you are interested in Zanzibar and Relationship-Based Access Control (ReBAC) it’s worth taking a look at OpenFGA https://openfga.dev/
mirzap•1mo ago
There are quite a few OSS Zanzibar-inspired authorization services/servers:

  - SpiceDB (https://github.com/authzed/spicedb)
  - Permify (https://github.com/Permify/permify)
  - Warrant (https://github.com/warrant-dev/warrant)
  - Ory Keto (https://github.com/ory/keto)
hsluoyz•1mo ago
Worth mentioning Casbin as well (https://github.com/casbin/casbin) - it's been around for a while and takes a slightly different approach. Instead of being purely Zanzibar-inspired, it uses a PERM (Policy, Effect, Request, Matchers) metamodel that lets you implement RBAC, ABAC, or ReBAC depending on what fits your use case.
jschorr•1mo ago
Google's Zanzibar actually does both: for the vast majority of queries, it uses significant levels of caching and a permitted amount of staleness [1], allowing Spanner to return a (somewhat stale) copy of the relationship data from local nodes, rather than having to wait or coordinate with the other nodes.

However, some deeply recursive or wide relations can still be slow, so Zanzibar also has a pre-computation cache called Leopard that is used for a very specific subset of these relations [2]. For SpiceDB, we called our version of this cache Materialize and it is designed expressly for handling "Enterprise" levels of scale in a similar fashion, as sometimes it is simply too slow to walk these deep graphs in real-time.

[1]: https://zanzibar.tech/24uQOiQnVi:1T:4S [2]: https://zanzibar.tech/21tieegnDR:0.H1AowI3SG:2O

samarthr1•1mo ago
Ooh, and back when that was not a thing (iirc a few years back) me and a friend of mine had built a spiritually similar index for spicedb for our final year project at uni. We had a mini WAL and the ability to safely reject queries that specified a minimum update requirement after the index updation.
jschorr•1mo ago
Sweet! I'd love to see it, if you have a link, or throw it in our Discord [1]!

[1]: https://discord.com/invite/GBeT3R4k84

Xmd5a•1mo ago
https://docs.feldera.com/use_cases/fine_grained_authorizatio...

Fine-grained authorization as an incremental computation problem

eliocs•1mo ago
How would you achieve fast list queries of accessible resources with this approach?
gz09•1mo ago
feldera has a way to run ad-hoc/list queries on materialized views. Alternatively, you can send the result somewhere where you can query it.
gneray•1mo ago
Yes we've implemented this at Oso.
ExoticPearTree•1mo ago
Another approach to complex requirements without spending a lot of time querying databases is to use bitmaps. A set of permissions can be expressed through a bitmap and all you need to do in code is to "decode" that to what you actually let the user do.

The downside to this approach is that it requires some planning and to maintain in code what mask retrieves what permission(s).

the_arun•1mo ago
Isn’t Open Policy Agent (OPA) and Zanzibar not good enough to be in the article or author talking about specific permission controls?
samarthr1•1mo ago
My understanding is that Zanzibar is not usable as is for enterprises to use in their software?

And that it is an internal google system?

bitweis•1mo ago
Permit.io

Scales both on the tech, and on the human side - e.g. your product manager can add roles (with CI approval) without requiring engineering involvement.

(I'm biased but still true)

afiori•1mo ago
I only did a quick read of permit.io offering but iirc they don't focus on hierarchical data. If having access to a resource cannot grant access to unbounded number of other independent resources (eg sharing a folder) then almost all issues of the article disappear
bitweis•1mo ago
too quick man, it's a key feature:

https://www.permit.io/rebac

julik•1mo ago
Interesting article, but it mixes up two concerns, I would say. One is retrieving trees from the DB and storing them - which can be annoying but has nothing to do with permissions. Another one is "hiding" unpermitted nodes/branches from the viewer (if that is what applying permissions is about - it can also handle read-only things, for instance). If these two concepts get separated and it is not a big deal to "overfetch" for the current user before doing the filtering - things become way easier. When the tree is reconstructed, you can do breadth-first traversal and compute permissions for every item in there - or retrieve the permissions for items at that level, if you are doing ACL stuff. From there - if there is no permission for the current viewer on that node - you exclude it from further scans and you do not add its' children to further traversals as you go down. Max. number of scans = tree depth. With some PG prowess you could even fold this into sophisticated SQL stuff.

Trees with RDBMSes do stay a pain, though :-)