„Have you developed some tools?“

Today I had the pleasure to meet interesting people from all around the #NFDI at the 4th NFDI Berlin-Brandenburg network meeting (https://events.hifis.net/event/3380/).
The event was about #provenance and #reproducibility and people represented diverse fields, spanning astronomy, medicine, chemistry and history.

I am always impressed by the wealth of practical solutions and tools, e.g., to document workflows and create metadata. I too enjoy coding, but sticking to the critical discussion is definitely a comfort zone in sociology…

PS thanks @wikimediaDE for hosting the event. Sitting on a wooden box and having some mate is the most Berlin thing I have done recently…

In a world where AI agents consume, remix, and redistribute content at machine speed, three questions become urgent:

➡️ How do you prove what's yours?
➡️ How do you declare what AI did to it?
➡️ And how do you set the terms under which it can be used?

@mirkolorenz tackles the issue in this longread: https://innovation.dw.com/articles/why-content-needs-a-fingerprint-not-just-a-watermark

#AI #information #attribution #provenance

Mojofull (@furoku)

Codex의 auto review에서 high risk 액션일 때 World 인증을 활용해 인간임을 증명하고, 그 기록을 체인에 남겨 강력한 증거로 활용할 수 있다는 주장입니다. AI의 고위험 행동에 대해 human proof 레이어를 더하는 접근으로, 에이전트 감사·책임성 설계에 시사점이 있습니다.

https://x.com/furoku/status/2055872114134290931

#codex #aiagents #security #provenance #world

Твой код на Rust компилируется, проходит тесты и является UB. Ты просто об этом не знаешь

Если взять случайный крейт с crates.io и поставить его под Miri, шанс увидеть undefined behavior где-то в зависимостях стремится к единице. Разбираемся, почему: pointer provenance, Stacked Borrows, Tree Borrows и почему noalias в LLVM выключали три раза.

https://habr.com/ru/articles/1033328/

#rust #unsafe #miri #stacked_borrows #tree_borrows #provenance #llvm #noalias #undefined_behavior

Multimodal AI without provenance is a deepfake factory. The 2026 fix is per-frame signing, voice gating, and a consent envelope around every output.

https://mickai.co.uk/articles/multimodal-ai-needs-provenance-or-its-a-deepfake-factory

#multimodalai #provenance #deepfake

#TIL about the #Cisco #OpenSource tool: "#Model #Provenance Kit" https://github.com/cisco-ai-defense/model-provenance-kit

Tries to give a hand with tracking provenance as well as comparing #AI models.

ИИ дал одиночке студию. Проблема в том, что студия арендована

Про route.yaml, авторство в пайплайнах и почему open source без экономики рискует снова стать кормом для платформ

https://habr.com/ru/articles/1027828/

#ИИ #генеративный_ИИ #open_source #AIинфраструктура #маршруты_между_моделями #provenance #workflow #Hugging_Face #протоколы #авторство

#Democracy needs a factual foundation.

That's why we're launching three new projects that deal with topics like #provenance and #transparency, audio #forensics, and user-centered #disinformation countering.

All of them are funded by the Bundesministerium für Forschung, Technologie und Raumfahrt – which recognizes the importance of societal and digital resilience.

More information on CleanFeed, PADSE, and Fake-O-Meter over here:
https://innovation.dw.com/articles/new-projects-verification-mil-transparency-bmftr

And a big shout-out to our partners!