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Show HN: C2PA is broken. I fixed it with an adaptive registry and open protocol

https://github.com/HumanLemming996/OPP
1•BhuvanChalla•1h ago
I built OPP (Open Provenance Protocol), an open standard for verifying whether an image was AI-generated even after screenshots, distortion, pixel fudging, compression, cropping, and re-uploads.

The problem: C2PA/Content Credentials embed metadata in the file. Screenshot the image and the provenance is gone. AI detectors are probabilistic and unreliable.

OPP takes a different approach, an external fingerprint registry. When a generator creates an image, a 3-layer signature (SHA-256 + PDQ perceptual hash + CLIP ViT-L/14 embedding) is registered in a central index. Anyone can verify an image by querying the index. The signature survives any transformation because it's not embedded in the file. Think Shazam for images, but for provenance.

Matching pipeline: exact hash lookup → CLIP cosine similarity via Qdrant HNSW (sub-10ms at billions) → PDQ hamming distance enrichment. Only verified AI generators can mint. Verification is open.

The interesting part (new feature): I designed and implemented "Adaptive Variant Tracking." When a verification query finds a high-confidence fuzzy match (CLIP > 0.92, PDQ distance < 20), the system automatically mints a variant signature linked to the original. This means the registry "learns" the screenshot/crop/edit. The next verification of that same screenshot becomes an O(1) exact hash match instead of a costly vector search. The most viral/circulated images (highest misuse risk) become the fastest to verify.

Looking for feedback on the protocol design and poking holes in the design approach.

Delegation and management is for when you lack proper tools and abstractions

https://stevekrouse.com/abstraction
1•stevekrouse•2m ago•0 comments

Fed on Reams of Cell Data, AI Maps New Neighborhoods in the Brain

https://www.quantamagazine.org/fed-on-reams-of-cell-data-ai-maps-new-neighborhoods-in-the-brain-2...
1•7777777phil•6m ago•0 comments

Russia Attacks a NATO Country in a War Game. It Doesn't End Well

https://www.politico.com/news/2026/02/13/russia-nato-wargame-germany-simulation-00778818
1•c420•7m ago•0 comments

Show HN: Issy – AI-native issue tracking stored as Markdown files in your repo

https://mike.gg/issy
1•miketromba•11m ago•0 comments

Ask HN: What I cannot create, I do not understand"

1•kailpa•11m ago•0 comments

For $1M, you can pay Bryan Johnson (or BryanAI?) to teach you how to live longer

https://techcrunch.com/2026/02/12/for-1-million-you-can-pay-bryan-johnson-or-bryanai-to-teach-you...
1•brandonb•11m ago•0 comments

New Way to Predict Your Risk of a Heart Attack

https://time.com/7361499/heart-risk-prevent-calculator/
1•brandonb•12m ago•0 comments

Measles cases reported at Florida university amid historic outbreak

https://www.dailymail.co.uk/health/article-15557505/measles-cases-florida-ava-maria-university-ou...
1•Bender•13m ago•0 comments

Something Big Is Coming (Annotated by Ed Zitron) [pdf]

https://www.dropbox.com/scl/fi/qw6k5c3m575cq21p7jjac/Something-Big-Is-Coming-Annotated.pdf?dl=0&e...
1•frizlab•14m ago•0 comments

US Military disrupts cell phones in Texas after UFO reports

https://www.dailymail.co.uk/sciencetech/article-15557509/black-outs-Texas-El-Paso-airspace-shutdo...
2•Bender•17m ago•0 comments

Show HN: Mimir – Cursor for Product Managers

https://www.mimir.build/
3•schreibertuc•18m ago•1 comments

The first Android 17 beta is now available on Pixel devices

https://arstechnica.com/gadgets/2026/02/the-first-android-17-beta-is-now-available-on-pixel-devices/
1•Bender•19m ago•0 comments

I have been banned from Gemini

https://twitter.com/sschueller/status/2022417041555444142
4•sschueller•21m ago•1 comments

Chemical habitability of Earth and rocky planets prescribed by core formation

https://www.nature.com/articles/s41550-026-02775-z
1•Tomte•21m ago•0 comments

15× vs. ~1.37×: Recalculating GPT-5.3-Codex-Spark on SWE-Bench Pro

https://twitter.com/nvanlandschoot/status/2022385829596078100
1•nvanlandschoot•21m ago•1 comments

Show HN: MCP tools that let AI agents dispatch batteries and prove carbon

https://energyatit.com/developers
1•kasathur•23m ago•0 comments

Driverless trucks can now travel farther distances faster than human drivers

https://techcrunch.com/2026/02/12/auroras-driverless-trucks-can-now-travel-farther-distances-fast...
2•jimt1234•23m ago•0 comments

AI safety leader says 'world is in peril' and quits to study poetry

https://www.bbc.com/news/articles/c62dlvdq3e3o
19•darod•23m ago•6 comments

Drive the 'ice road', Estonians told – just don't fasten your seatbelt

https://www.theguardian.com/world/2026/feb/10/estonia-ice-road-frozen-sea-saaremaa-hiiumaa
1•eatonphil•24m ago•0 comments

Software Provenance

https://blog.jsbarretto.com/post/provenance
1•smartmic•24m ago•0 comments

Show HN: AccessiGuard – Web accessibility scanner with AI fix suggestions

https://accessiguard.app
1•PrimeStark•26m ago•0 comments

VC-backed unicorns are losing their horns

https://www.axios.com/2026/02/13/vc-unicorn-companies
1•toomuchtodo•31m ago•1 comments

ArsTechnica seemingly using AI to write an article about AI impersonation

https://arstechnica.com/ai/2026/02/after-a-routine-code-rejection-an-ai-agent-published-a-hit-pie...
3•AdmiralAsshat•33m ago•1 comments

How Nintendo Became the Most Fun Video Game Company

https://www.nytimes.com/2026/02/06/books/review/podcast-keza-macdonald-nintendo.html
2•CharlesW•35m ago•0 comments

Txtbrd

https://txtbrd.com
2•1o1o1o1o1•35m ago•0 comments

Perfect Squares and Pythagorean Triples on the Ulam Spiral

https://www.youtube.com/watch?v=x4ooQSrdz6g
1•nyc111•38m ago•0 comments

Possible identification of the Luna 9 Moon landing site using machine learning

https://www.nature.com/articles/s44453-025-00020-x
1•geox•40m ago•0 comments

We allowed remote code execution (but safely)

https://tumuchdata.club/post/coding-challenge-infrastructure/
1•todsacerdoti•40m ago•0 comments

Sovereign Code from the Heart of Suffering: Injecting Logic into AI

Https://paragraph.com/@0x4fd3729a4fedf54a74b73d93f7f775a1ef520cec/sovereign-logic-injection-how-t...
1•suffering•40m ago•1 comments

Resurrected nitrogenases recapitulate N-isotope biosignatures over 2B years

https://pmc.ncbi.nlm.nih.gov/articles/PMC9755046/
1•PaulHoule•40m ago•1 comments