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Ask HN: How is Google's Gemini chat search so inexcusably bad?

1•gradus_ad•4m ago•0 comments

Learn Real-World Penetration Testing: Hands-On Ethical Hacking Crash Course

https://www.freecodecamp.org/news/learn-real-world-penetration-testing-hands-on-ethical-hacking-c...
1•ibobev•4m ago•0 comments

I Reverse Engineered TikTok

https://twitter.com/ayoships/status/2117650684774580249
1•redbell•5m ago•0 comments

Elastic spheres can walk on water (2016)

https://pmc.ncbi.nlm.nih.gov/articles/PMC4743002/
1•laybak•6m ago•0 comments

Show HN: Xecrets Ez – open-source mobile file encryption

https://github.com/xecrets/xecrets-mobile
1•svantex•6m ago•0 comments

TCP vs. UDP Download Speed?

https://tcp-vs-udp.com/
3•ytaudiobar•6m ago•0 comments

The Jet Programming Language

https://github.com/JetJet13/Jet/tree/main
1•jgeorgesYC•7m ago•1 comments

Show HN: Shot-butcher: iOS, ipados, macOS apps screenshot maker skill

https://graphicmeat.com/shot-butcher
1•spacecash21•7m ago•0 comments

Using Fable to one-shot weights outperforms training (97.8% vs. 94.6%)

https://twitter.com/jacsebl/status/2117606206764175543
1•nthypes•7m ago•1 comments

Superhuman Hardware Design Is the Easy Part

https://a16z.com/superhuman-hardware-design-is-the-easy-part/
1•gmays•9m ago•0 comments

Flarum 2.0 is released. Go upgrade your forum

https://discuss.flarum.org/d/40026-flarum-20-is-released-go-upgrade-your-forum
1•DASD•12m ago•1 comments

High-Speed Decision Pipelines: Jev and Prefill-Only Inference from Scratch

https://www.freecodecamp.org/news/high-speed-decision-pipelines-jev-and-prefill-only-inference-fr...
1•ibobev•12m ago•0 comments

Anthropic's annualized revenue run rate peaked back in July 2026

https://twitter.com/FinanceLancelot/status/2109024272572182722
1•g42gregory•12m ago•0 comments

Google reCAPTCHA on archive.is asking to scan a QR with a mobile device

2•linuxhdr•13m ago•0 comments

Technological Threat (1988) [video]

https://www.youtube.com/watch?v=t-IbidkpD74
1•Gravityloss•13m ago•0 comments

iPhone 18 rumors suggest a bigger battery, higher price next year

https://www.theverge.com/tech/1025748/apple-iphone-18-rumors-price-hike-battery
4•dadadavid•16m ago•0 comments

The Internals of PostgreSQL

https://www.interdb.jp/pg/index.html
3•ibobev•16m ago•0 comments

More daily API calls than Google searches, now applied to LLM inference

https://inference.alchemy.com
6•palmasi•16m ago•0 comments

Lotse: AI Coding Agent – iOS

https://apps.apple.com/us/app/lotse-ai-coding-agent/id6760467136
2•mahbobyosf•16m ago•0 comments

Zod: TypeScript-first schema validation with static type inference

https://zod.dev/
1•doener•17m ago•0 comments

TanStack Query: The server-state standard for modern front end apps

https://tanstack.com/query/latest
1•doener•17m ago•0 comments

TanStack: Headless, type-safe, composable tools for building modern web apps

https://tanstack.com/
1•doener•18m ago•0 comments

Can Julia Land on the Moon?

https://arxiv.org/abs/2609.03843
2•eigenspace•18m ago•0 comments

Ask HN: Is it normal to be excited for a Steve Yegge keynote?

1•0gs•19m ago•1 comments

Protocol Explorer

https://protocol-explorer-alpha.vercel.app/
2•redbell•22m ago•0 comments

Fal raises Series E and F

https://fal.ai/blog/series-e-f
1•claytonjy•22m ago•0 comments

IONNA bent charger pin update

https://www.ionna.com/blog/an-update/
1•1970-01-01•23m ago•0 comments

The Little Book of Generative AI Foundations: An Intuitive Mathematical Primer

https://arxiv.org/abs/2605.29713
28•ibobev•26m ago•3 comments

Startup Red Flags

https://endlessfootnote.substack.com/p/startup-red-flags
2•rxm233•27m ago•0 comments

Chainlet – a daily word-chain game scored by how rare your answer is

https://chainlet.online/
1•cosmorphik•27m ago•0 comments
Open in hackernews

Verifying Apple Reference Images

https://pps-lab.com/blog/verifying-apple-reference-image/
3•laksjd•42m ago

Comments

laksjd•42m ago
In the iPhone 18 Pro, Apple added trusted hardware in the camera sensor that cryptographically signs the pixel data, but outside of their own iOS 27 Photos app, there wasn't really a way to inspect and verify these "Apple Reference Image" pictures. After lots of experimentation and poking around, we now know a lot more details about what's going on under the hood, which allowed us to write the first open-source verifier tool as well as this interactive deep dive article.

Apple's approach is quite different from prior works like C2PA, not just that parts of it are integrated with the sensor hardware, but also in that the image that user generally see isn't actually cryptographically signed at all - only the (half-resolution, raw-ish) "reference" JPEG that's stored as invisible metadata inside the image file container is actually signed.

You also need to explicitly enable this reference image mode in the camera app, and then it's also quite easy to accidentally loose the reference part when sharing or exporting the image, so the user experience is definitively still a bit rough around the edges