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1•swishappio•5s ago

Antimicrobial effects and mechanisms of hydrogen sulphide against nail pathogens

https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2...
1•PaulHoule•11s ago•0 comments

Altman and Masa Back a 27-Year-Old's Plan to Build a New Bell Labs Ultra

https://www.corememory.com/p/exclusive-altman-and-masa-back-episteme-louis-andre
1•ilamont•58s ago•0 comments

Space food made from astronaut pee to be tested aboard the ISS

https://www.independent.co.uk/space/space-food-astronaut-pee-esa-mars-b2861993.html
1•c420•1m ago•0 comments

Lucid, the Dataflow Programming Language [pdf]

https://worrydream.com/refs/Wadge_1995_-_Lucid,_the_Dataflow_Programming_Language.pdf
1•ofalkaed•1m ago•0 comments

Opendoor Did Some Warrants

https://www.bloomberg.com/opinion/newsletters/2025-11-10/opendoor-did-some-warrants
1•ioblomov•2m ago•1 comments

Free Word Game Website

https://pipspuzzle.com/
1•filibrp79•3m ago•0 comments

The Maker Bill of Rights

https://gofoss.net/origins/the_makers_bill_of_rights/
1•sumnole•3m ago•1 comments

Sony Mylo (2006)

https://en.wikipedia.org/wiki/Mylo_(Sony)
1•LouisLazaris•4m ago•0 comments

For devs/engineers naysaying LLM tools, which ones have you tried?

2•kaydub•6m ago•0 comments

Larger Than RAM Vector Indexes for Relational Databases

https://planetscale.com/blog/larger-than-ram-vector-indexes-for-relational-databases
2•tanelpoder•7m ago•0 comments

Context engineering can save your company from AI vibe code overload

https://venturebeat.com/ai/how-context-engineering-can-save-your-company-from-ai-vibe-code-overload
2•blazercohen•8m ago•0 comments

Trump demands unpaid air traffic controllers 'get back to work' as chaos worsens

https://www.bbc.com/news/live/c0rpq9r5zklt
2•tartoran•10m ago•0 comments

Working with Stories

https://workingwithstories.org/
2•thinkingemote•10m ago•0 comments

NarraFirma an App for Participatory Narrative Inquiry (PNI)

https://github.com/pdfernhout/narrafirma
2•thinkingemote•11m ago•0 comments

Show HN: Deepfakecheck.com – AI deepfake detector (25 free scans for launch)

2•rodyoversloot•11m ago•0 comments

The Button of Mass Distraction

https://angadh.com/inkhaven-9
2•angadh•12m ago•0 comments

Token Embeddings Violate the Manifold Hypothesis

https://arxiv.org/abs/2504.01002
2•lukeplato•13m ago•0 comments

Show HN: There're TOO many SEO tools, so my wife created a new one

https://seohook.org
2•shurman81•14m ago•0 comments

Crystal Forge: Compliance-First NixOS Fleet Management

https://crystalforge.us
3•UlyssesZhan•14m ago•0 comments

Show HN: Dice of Sending – I prefer physical dice but need to roll online

https://github.com/TravisBumgarner/dice-of-sending
3•sillysideprojs•18m ago•0 comments

Show HN: I indexed every signature move in basketball

https://nbamoves.com/
4•jfeng5•19m ago•0 comments

How to use Claude Code for big tasks without turning your code to shit

https://holdtherobot.com/blog/how-to-use-claude-code-for-big-tasks-without-turning-your-code-to-s...
3•prngl•19m ago•1 comments

Building a Distributed Database in Elixir (Part 1: Motivation and Challenges)

https://medium.com/@gawry/why-build-another-database-motivation-and-known-challenges-f421a66d487b
4•gawry•19m ago•1 comments

The Coffee Bank and the Speed of Change

https://collabfund.com/blog/the-coffee-bank-and-the-speed-of-change/
2•thelastgallon•21m ago•0 comments

Used EVs Are Selling Faster Than Any Other Powertrain

https://insideevs.com/news/778487/used-evs-selling-faster-than-any-other-powertrain/
2•xbmcuser•22m ago•0 comments

Practical Techniques for Coding with LLMs

https://coding-with-ai.dev
5•codeclimber•24m ago•0 comments

Boost.Decimal Has Been Accepted

https://lists.boost.org/archives/list/boost@lists.boost.org/thread/F5FIMGM7CCC24OKQZEFMHHSUV64XX63I/
2•joaquintides•26m ago•1 comments

Coded Hate: Extremists Weaponize Seemingly Innocuous Content to Promote Bigotry

https://www.adl.org/
2•tastyface•28m ago•1 comments

Document Query Software?

2•bhowmiktanumaya•30m ago•0 comments
Open in hackernews

Solving Diverse Problems with Sheaf-Wreath Attention [pdf]

https://github.com/bon-cdp/notes/blob/main/c.pdf
2•bon-cdp•1h ago

Comments

bon-cdp•1h ago
Here's an idea I had while working on google's HEIR project as an open source contributor.

Essentially you're using a wreath product to encode a problem of the form:

"At each position p, select a transformation from group G where positions can be permuted by group H"

For cases where the cohomology doesn't vanish to something trivial, I use sheaves to "glue" local solutions together to for a more global solution around any obstructions.

I found this cool because it's a non iterative (straight least-squares) method that was able to perform a multitude of tasks (counting, indexing, fluid dynamics simulation, and simple proof generation).

Would love to get any feedback on the model. My gh heir fork has an experimental branch with the implementation if anyone is interested in that.