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Show HN: UCP Demo – Interactive Demo of the Universal Commerce Protocol

1•init0•1m ago•0 comments

Ethical Principles in the Creation of Artificial Minds

https://nickbostrom.com/ethics/aiethics
1•maxloh•5m ago•0 comments

Human-in-the-loop NLP as a first-class control layer

https://github.com/rado-stack/human-in-the-loop-nlp
1•rado-stack•6m ago•0 comments

Digital Euro 'only defence' against deepening US control of money

https://www.ft.com/content/b0602271-cd43-4a6e-a96d-c8166a05d040
3•rorylawless•7m ago•1 comments

I Made My Own Programming Language

https://github.com/Youg-Otricked/QuantumC
1•YougOtricked•12m ago•0 comments

Universal Commerce Protocol

https://ucp.dev/
1•qainsights•15m ago•1 comments

Was Philip K. Dick a Madman or a Mystic? (2016)

https://www.publishersweekly.com/pw/by-topic/industry-news/tip-sheet/article/70857-was-philip-k-d...
3•debo_•15m ago•0 comments

React Router has XSS Vulnerability · CVE-2025-59057

https://github.com/advisories/GHSA-3cgp-3xvw-98x8
1•maxloh•17m ago•0 comments

JEP Draft: Java Thread Sanitizer

https://openjdk.org/jeps/8208520
1•mooreds•21m ago•0 comments

Diagnosing performance with dotnet-trace and Perfetto

https://dfamonteiro.com/posts/using-dotnet-trace-with-perfetto/
1•lalitmaganti•21m ago•0 comments

High RAM prices mean record-setting profits for Samsung and other memory makers

https://arstechnica.com/gadgets/2026/01/high-ram-prices-mean-record-setting-profits-for-samsung-a...
4•walterbell•21m ago•0 comments

Show HN: dc-input - interactively fill dataclass instances via the command line

https://github.com/jdvanwijk/dc-input
1•janebelvanwijk•23m ago•0 comments

Ask HN: Cursor (LLM) Costs

1•anonyfox•24m ago•1 comments

Turntiles, an NYT style word game I made for my parents

https://github.com/wheybags/turntiles
1•todsacerdoti•25m ago•0 comments

New tech and tools for retailers to succeed in an agentic shopping era

https://blog.google/products/ads-commerce/agentic-commerce-ai-tools-protocol-retailers-platforms/
1•AznHisoka•26m ago•0 comments

Key Chinese Money Laundering Network Member Charged W Laundering Drug Proceeds

https://www.justice.gov/opa/pr/key-member-chinese-money-laundering-network-charged-laundering-ten...
3•737min•29m ago•0 comments

Fifty People Control the Culture

https://www.honest-broker.com/p/fifty-people-control-the-culture
5•Khaine•30m ago•0 comments

Ask HN: Cheaper Datadog Anyone?

2•kvaranasi_•32m ago•2 comments

When XLA Isn't Enough: From Pallas to VLIW with Splash Attention on TPU

https://patricktoulme.substack.com/p/when-xla-isnt-enough-from-pallas
1•patrick_toulme•33m ago•0 comments

Show HN: Voice Composer – Browser-based pitch detection to MIDI/strudel/tidal

https://dioptre.github.io/tidal/
2•dioptre•34m ago•1 comments

America's most novel train project is too deadly

https://www.economist.com/united-states/2026/01/08/americas-most-novel-train-project-is-too-deadly
3•yakkomajuri•34m ago•0 comments

There Is No Budget for Books

https://jonpauluritis.com/articles/no-budget-for-books/
1•jppope•34m ago•0 comments

WUTA WRENs

https://en.wikipedia.org/wiki/Western_Approaches_Tactical_Unit
2•CHB0403085482•35m ago•0 comments

Situation Monitor

https://hipcityreg.github.io/situation-monitor/
1•mellosouls•40m ago•0 comments

DOJ sues California cities over natural gas bans

https://www.justice.gov/opa/pr/justice-department-sues-california-cities-over-natural-gas-bans
5•737min•41m ago•0 comments

Show HN: Ma'at – Court-defensible jury analysis platform (open source)

https://github.com/Jennaleighwilder/MA-AT
1•jennaleighwest•44m ago•0 comments

Show HN: I built Sonars in 3 weeks to see if AI coding is useful for my company

https://sonars.dev
1•JasperBekkers•46m ago•0 comments

I Built a 1 Petabyte Server from Scratch [video]

https://www.youtube.com/watch?v=vVI7atoAeoo
2•guiambros•49m ago•0 comments

Local Food for the Hudson Valley

https://www.communityfoodworks.org
1•mooreds•53m ago•0 comments

True Scale of Solar System

3•Sarakuzoi•56m ago•1 comments
Open in hackernews

FUSE is All You Need – Giving agents access to anything via filesystems

https://jakobemmerling.de/posts/fuse-is-all-you-need/
35•jakobem•2h ago

Comments

heavyset_go•1h ago
IMO, for real file systems, just give a view via cgroups/namespaces.

Implementing a database abstraction as a file system for an LLM feels like an extra layer of indirection for indirection's sake: just have the LLM write some views/queries/stored procs and give it sane access permissions.

LLMs are smart enough to use databases, email, etc without needing a FUSE layer to do so, and permissions/views/etc will keep it from doing or seeing stuff it shouldn't. You'll be keeping access and permissions where they belong, and not in a FUSE layer, and you won't have to maintain a weird abstraction that's annoying/hampered with licensing issues if you want to deploy it cross platform.

Also, your simplified FUSE abstraction will not map accurately to the state of the world unless you're really comprehensive with your implementation, and at that point, you might as well be interacting directly in order to handle that state accurately.

jakobem•1h ago
Agree that to far fetched mappings to files don’t really make sense. The email example is more illustrative then real world inspired, thought it might be good to show how flexible the approach is.

I think there is a gap between “real file systems” and “non file things in a database” where mapping your application representation of things to a filesystem is useful. Basically all those platforms that let users upload files for different purposes and work with them (ex Google Drive, notion, etc). In those cases representing files to an agent via a filesystem is the more intuitive and powerful interface compared to some home grown tools that the model never saw during training.

ximeng•37m ago
LLMs can handle Google drive perfectly well with a service account, including the Google drive specific quirks through the API. It could be helpful to expose via a file system rather than a custom API if you wanted a different interface than Google already provides, but this wouldn’t be driven by the limitations of the LLM.
jakobem•27m ago
In terms of ergonomics, I’d say a filesystem is more intuitive for an agent than the Google Drive API even if it can handle both. Hard to argue without building an eval set and evaluating both, though.
outofpaper•11m ago
The less juggling of concepts thr more effective any problem solver cam be.
everlier•1h ago
I've implemented agentic framework exactly like this for my current employer.

It opens up absolutely bonkers capabilities.

moonlet•58m ago
I am so sick of the ‘sandboxed’ AI-infra meme. A container is not a sandbox. A chroot is not a sandbox. A VM is also not a sandbox. A filesystem is also also not a sandbox. You can sandbox an application, you can run an application in a secure context, but this is not a secure context the author is describing, firstly, and secondly they haven’t described any techniques for sandboxing unless that part of the page didn’t load for me somehow.
jakobem•56m ago
Didn’t mean to say this is a sandbox, it certainly isn’t, this is just an illustration on how to bridge the gap and make things available in a file system from the source of truth of your application.

There is tons of more complexity to sandboxing, I agree!

tptacek•44m ago
Wait, can you provide the positive definition for "sandbox" you're relying on here?
lagniappe•31m ago
Please brother may i have some pledge unveil
Eikon•46m ago
For ZeroFS [0], I went an alternate route with NFS/9P. I am surprised that it’s not more common as this approach has various advantages [1] while being much more workable than fuse.

[0] https://github.com/Barre/ZeroFS

[1] https://github.com/Barre/ZeroFS?tab=readme-ov-file#why-nfs-a...

jakobem•41m ago
Interesting! The network first point makes a lot of sense, especially bc you will most likely not access your actual datastore within the process running in the sandbox and instead just call some server that handles db access, access control etc.
fleshmonad•32m ago
Welcome back Plan9
mickael-kerjean•3m ago
> My prediction is that one of the many sandbox providers will come up with a nice API on top of this that lets you do something like ... No worrying about FUSE, the sandbox, where things are executed, etc. This will be a huge differentiator and make virtual filesystems easily accessible to everyone.

I've done exactly that with the Filestash [1] virtual filesystem plugin [2] that can connect to any possible storage be it sftp, s3, gdrive, dropbox, ftp, a open directory, mysql, postgres and literally any storage the possibly exist. It lets you make chroot and restrict user access on top of it [3]

ref:

[1]: https://github.com/mickael-kerjean/filestash

[2]: https://www.filestash.app/docs/guide/virtual-filesystem.html

[3]: https://imgur.com/Ewk3nAg

The whole thing is available as a MCP and been published to the openai marketplace since around Christmas but somehow I'm still pending for review.