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Anthropic: Latest Claude model finds more than 500 vulnerabilities

https://www.scworld.com/news/anthropic-latest-claude-model-finds-more-than-500-vulnerabilities
1•Bender•4m ago•0 comments

Brooklyn cemetery plans human composting option, stirring interest and debate

https://www.cbsnews.com/newyork/news/brooklyn-green-wood-cemetery-human-composting/
1•geox•4m ago•0 comments

Why the 'Strivers' Are Right

https://greyenlightenment.com/2026/02/03/the-strivers-were-right-all-along/
1•paulpauper•6m ago•0 comments

Brain Dumps as a Literary Form

https://davegriffith.substack.com/p/brain-dumps-as-a-literary-form
1•gmays•6m ago•0 comments

Agentic Coding and the Problem of Oracles

https://epkconsulting.substack.com/p/agentic-coding-and-the-problem-of
1•qingsworkshop•7m ago•0 comments

Malicious packages for dYdX cryptocurrency exchange empties user wallets

https://arstechnica.com/security/2026/02/malicious-packages-for-dydx-cryptocurrency-exchange-empt...
1•Bender•7m ago•0 comments

Show HN: I built a <400ms latency voice agent that runs on a 4gb vram GTX 1650"

https://github.com/pheonix-delta/axiom-voice-agent
1•shubham-coder•8m ago•0 comments

Penisgate erupts at Olympics; scandal exposes risks of bulking your bulge

https://arstechnica.com/health/2026/02/penisgate-erupts-at-olympics-scandal-exposes-risks-of-bulk...
3•Bender•8m ago•0 comments

Arcan Explained: A browser for different webs

https://arcan-fe.com/2026/01/26/arcan-explained-a-browser-for-different-webs/
1•fanf2•10m ago•0 comments

What did we learn from the AI Village in 2025?

https://theaidigest.org/village/blog/what-we-learned-2025
1•mrkO99•10m ago•0 comments

An open replacement for the IBM 3174 Establishment Controller

https://github.com/lowobservable/oec
1•bri3d•13m ago•0 comments

The P in PGP isn't for pain: encrypting emails in the browser

https://ckardaris.github.io/blog/2026/02/07/encrypted-email.html
2•ckardaris•15m ago•0 comments

Show HN: Mirror Parliament where users vote on top of politicians and draft laws

https://github.com/fokdelafons/lustra
1•fokdelafons•15m ago•1 comments

Ask HN: Opus 4.6 ignoring instructions, how to use 4.5 in Claude Code instead?

1•Chance-Device•17m ago•0 comments

We Mourn Our Craft

https://nolanlawson.com/2026/02/07/we-mourn-our-craft/
1•ColinWright•19m ago•0 comments

Jim Fan calls pixels the ultimate motor controller

https://robotsandstartups.substack.com/p/humanoids-platform-urdf-kitchen-nvidias
1•robotlaunch•23m ago•0 comments

Exploring a Modern SMTPE 2110 Broadcast Truck with My Dad

https://www.jeffgeerling.com/blog/2026/exploring-a-modern-smpte-2110-broadcast-truck-with-my-dad/
1•HotGarbage•23m ago•0 comments

AI UX Playground: Real-world examples of AI interaction design

https://www.aiuxplayground.com/
1•javiercr•24m ago•0 comments

The Field Guide to Design Futures

https://designfutures.guide/
1•andyjohnson0•24m ago•0 comments

The Other Leverage in Software and AI

https://tomtunguz.com/the-other-leverage-in-software-and-ai/
1•gmays•26m ago•0 comments

AUR malware scanner written in Rust

https://github.com/Sohimaster/traur
3•sohimaster•28m ago•1 comments

Free FFmpeg API [video]

https://www.youtube.com/watch?v=6RAuSVa4MLI
3•harshalone•29m ago•1 comments

Are AI agents ready for the workplace? A new benchmark raises doubts

https://techcrunch.com/2026/01/22/are-ai-agents-ready-for-the-workplace-a-new-benchmark-raises-do...
2•PaulHoule•34m ago•0 comments

Show HN: AI Watermark and Stego Scanner

https://ulrischa.github.io/AIWatermarkDetector/
1•ulrischa•34m ago•0 comments

Clarity vs. complexity: the invisible work of subtraction

https://www.alexscamp.com/p/clarity-vs-complexity-the-invisible
1•dovhyi•35m ago•0 comments

Solid-State Freezer Needs No Refrigerants

https://spectrum.ieee.org/subzero-elastocaloric-cooling
2•Brajeshwar•35m ago•0 comments

Ask HN: Will LLMs/AI Decrease Human Intelligence and Make Expertise a Commodity?

1•mc-0•37m ago•1 comments

From Zero to Hero: A Brief Introduction to Spring Boot

https://jcob-sikorski.github.io/me/writing/from-zero-to-hello-world-spring-boot
1•jcob_sikorski•37m ago•1 comments

NSA detected phone call between foreign intelligence and person close to Trump

https://www.theguardian.com/us-news/2026/feb/07/nsa-foreign-intelligence-trump-whistleblower
14•c420•38m ago•2 comments

How to Fake a Robotics Result

https://itcanthink.substack.com/p/how-to-fake-a-robotics-result
1•ai_critic•38m 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