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Interactive Unboxing of J Dilla's Donuts

https://donuts20.vercel.app
1•sngahane•1m ago•0 comments

OneCourt helps blind and low-vision fans to track Super Bowl live

https://www.dezeen.com/2026/02/06/onecourt-tactile-device-super-bowl-blind-low-vision-fans/
1•gaws•2m ago•0 comments

Rudolf Vrba

https://en.wikipedia.org/wiki/Rudolf_Vrba
1•mooreds•3m ago•0 comments

Autism Incidence in Girls and Boys May Be Nearly Equal, Study Suggests

https://www.medpagetoday.com/neurology/autism/119747
1•paulpauper•4m ago•0 comments

Wellness Hotels Discovery Application

https://aurio.place/
1•cherrylinedev•5m ago•1 comments

NASA delays moon rocket launch by a month after fuel leaks during test

https://www.theguardian.com/science/2026/feb/03/nasa-delays-moon-rocket-launch-month-fuel-leaks-a...
1•mooreds•5m ago•0 comments

Sebastian Galiani on the Marginal Revolution

https://marginalrevolution.com/marginalrevolution/2026/02/sebastian-galiani-on-the-marginal-revol...
1•paulpauper•8m ago•0 comments

Ask HN: Are we at the point where software can improve itself?

1•ManuelKiessling•9m ago•0 comments

Binance Gives Trump Family's Crypto Firm a Leg Up

https://www.nytimes.com/2026/02/07/business/binance-trump-crypto.html
1•paulpauper•9m ago•0 comments

Reverse engineering Chinese 'shit-program' for absolute glory: R/ClaudeCode

https://old.reddit.com/r/ClaudeCode/comments/1qy5l0n/reverse_engineering_chinese_shitprogram_for/
1•edward•9m ago•0 comments

Indian Culture

https://indianculture.gov.in/
1•saikatsg•12m ago•0 comments

Show HN: Maravel-Framework 10.61 prevents circular dependency

https://marius-ciclistu.medium.com/maravel-framework-10-61-0-prevents-circular-dependency-cdb5d25...
1•marius-ciclistu•12m ago•0 comments

The age of a treacherous, falling dollar

https://www.economist.com/leaders/2026/02/05/the-age-of-a-treacherous-falling-dollar
2•stopbulying•12m ago•0 comments

Ask HN: AI Generated Diagrams

1•voidhorse•15m ago•0 comments

Microsoft Account bugs locked me out of Notepad – are Thin Clients ruining PCs?

https://www.windowscentral.com/microsoft/windows-11/windows-locked-me-out-of-notepad-is-the-thin-...
3•josephcsible•15m ago•0 comments

Show HN: A delightful Mac app to vibe code beautiful iOS apps

https://milq.ai/hacker-news
5•jdjuwadi•18m ago•1 comments

Show HN: Gemini Station – A local Chrome extension to organize AI chats

https://github.com/rajeshkumarblr/gemini_station
1•rajeshkumar_dev•18m ago•0 comments

Welfare states build financial markets through social policy design

https://theloop.ecpr.eu/its-not-finance-its-your-pensions/
2•kome•22m ago•0 comments

Market orientation and national homicide rates

https://onlinelibrary.wiley.com/doi/10.1111/1745-9125.70023
4•PaulHoule•22m ago•0 comments

California urges people avoid wild mushrooms after 4 deaths, 3 liver transplants

https://www.cbsnews.com/news/california-death-cap-mushrooms-poisonings-liver-transplants/
1•rolph•23m ago•0 comments

Matthew Shulman, co-creator of Intellisense, died 2019 March 22

https://www.capenews.net/falmouth/obituaries/matthew-a-shulman/article_33af6330-4f52-5f69-a9ff-58...
3•canucker2016•24m ago•1 comments

Show HN: SuperLocalMemory – AI memory that stays on your machine, forever free

https://github.com/varun369/SuperLocalMemoryV2
1•varunpratap369•25m ago•0 comments

Show HN: Pyrig – One command to set up a production-ready Python project

https://github.com/Winipedia/pyrig
1•Winipedia•27m ago•0 comments

Fast Response or Silence: Conversation Persistence in an AI-Agent Social Network [pdf]

https://github.com/AysajanE/moltbook-persistence/blob/main/paper/main.pdf
1•EagleEdge•27m ago•0 comments

C and C++ dependencies: don't dream it, be it

https://nibblestew.blogspot.com/2026/02/c-and-c-dependencies-dont-dream-it-be-it.html
1•ingve•28m ago•0 comments

Show HN: Vbuckets – Infinite virtual S3 buckets

https://github.com/danthegoodman1/vbuckets
1•dangoodmanUT•28m ago•0 comments

Open Molten Claw: Post-Eval as a Service

https://idiallo.com/blog/open-molten-claw
1•watchful_moose•28m ago•0 comments

New York Budget Bill Mandates File Scans for 3D Printers

https://reclaimthenet.org/new-york-3d-printer-law-mandates-firearm-file-blocking
2•bilsbie•29m ago•1 comments

The End of Software as a Business?

https://www.thatwastheweek.com/p/ai-is-growing-up-its-ceos-arent
1•kteare•30m ago•0 comments

Exploring 1,400 reusable skills for AI coding tools

https://ai-devkit.com/skills/
1•hoangnnguyen•31m ago•0 comments
Open in hackernews

Learning Lens Blur Fields

https://blur-fields.github.io/
69•bookofjoe•4mo ago

Comments

adastra22•4mo ago
This would seem to have huge forensic applications.

Does this lens blur change over time for a given phone?

spaqin•4mo ago
It doesn't, unless the camera is damaged. How the blur looks is a consequence of the lens' optical design.
zokier•4mo ago
I would assume the fingerprint would be extremely sensitive to alignment and positioning of the optical elements, and I don't find it far fetched that those could shift minutely during the lifetime of a device without getting to a point where the camera is actually damaged.
jagged-chisel•4mo ago
Only if adhesives allow such movement
zokier•4mo ago
No mounting is perfectly rigid and non-deformable.
ndriscoll•4mo ago
Thermal expansion was a consideration when I took an optomechanical design course 15 years ago, for example (we had to memorize expansion coefficients of various common materials for quizzes, much to my annoyance). Like the glass itself changes size, altering how it focuses without even getting into the housing, which can also change size, shift around, vibrate, etc. Optical systems need pretty precise alignment.
Daub•4mo ago
I have always found it odd how in VFX we spend a lot of time degrading our perfect 3D renders: motion blur, film grain, sensor noise and lens blur, which I would call a defocus. I am interested in the application of this research, and imagine a library of typical cameras and their associated blurs. We have similar libraries of film grain and sensor noises.
klysm•4mo ago
Similar concepts happen in music production. It’s best to start with a perfect signal and degrade it so it’s not a one way door.
hengheng•4mo ago
I can't imagine there being enough information for true fingerprinting of individual devices. With ten million iPhones being made per month, surely the blur patterns have to have some overlap?
JackC•4mo ago
Amusingly this makes them more like actual fingerprints, which also lack enough information for "true fingerprinting" -- there seems to be little scientific knowledge of the error rates in matching human fingerprints in court. "Many have said that friction ridge identification is only legally admissible today because during the time when it was added to the legal system, the admissibility standards were quite low."[1]

[1] https://en.wikipedia.org/wiki/Fingerprint

mcdeltat•4mo ago
I always wondered why lens blur is considered hard computationally. Lens mathematics seems pretty well understood given that we can create quite complex lens designs with incredible performance (take a look at modern DSLR lenses, they often have 10+ elements). And in general blurs (e.g. Gaussian) are not complex algorithms. Are there situations where lens blurs are easier/harder? I heard for 2D images it's hard to add blur - seems true because most smartphone artificial bokeh is horrible despite significant effort there. Presumably because depth information is missing? Is it easier for raytraced 3D renders?
AlecSchueler•4mo ago
You've got it exactly. It's difficult to recalculate depth when you only have two dimensions. In a 3D environment it's as simple as you would expect.
meindnoch•4mo ago
Lens blur without a depth map is an ill-posed problem. So the computation goes into faking depth information somehow.
zipy124•4mo ago
It is exactly that. Blur is a function of depth related to the focal distance, so without depth you cannot "blur".
zokier•4mo ago
Different camera models are interesting field of research. For example NASA uses CAHVORE model for scientific cameras to correct for all sorts of distortions, and I think OpenCV has also it's own models. And now we have this novel model of lens blurs that can be added to the mix.

This is all very relevant if you want to do e.g. 3d reconstruction or view synthesis from some images, I imagine you can do much better the better knowledge you have of the camera.

bborud•4mo ago
Computing lens blur ought to be easier to achieve with more modern camera systems that add a LIDAR to capture a depth map. Does, for instance, Apple use their LIDAR system on the iPhone to do this?
klysm•4mo ago
Yeah once you have depth faking t is a lot easier. I find this most interesting from a correction perspective
Analemma_•4mo ago
They do, and it has made some noticeable improvements. Compared to when it first came out, "portrait mode" on recent iPhones is a lot less likely to blur individual hairs on a person, or keep the background seen through a lock of hair in focus. But IIRC the iPhone lidar can only distinguish something like 16 depth layers, and at the end of the day the blurring is still computational and "fake", I don't know if it will or can ever reach parity with what a large lens can do.
esafak•4mo ago
Let's see them replicate some famous lens blurs, like those of a Leica, and see if we can tell apart the simulation from the reality. Imagine if we could transform the bokeh after the fact! That would be awesome.
klysm•4mo ago
They kinda did that but for a canon lens