Datafund @DataFundProject

In the digital age, freedom begins with owning personal data. Connect with us on Linkedin: https://t.co/vnT2uLR57I datafund.io Europe Joined August 2017

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Datafund @DataFundProject

7 months ago

More info: ⚪️github.com/datafund/swarm… ⚪️github.com/ethersphere/SW…

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The tools are early but the architecture makes provenance capture simple and reliable. Check out the POC demo below. We'd love your feedback, especially if you're an agent builder, researcher or practitioner.

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Datafund @DataFundProject

7 months ago

In a recent article, WEF highlighted the growing need for strong data provenance systems as synthetic data rises. weforum.org/stories/2025/1…

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Datafund @DataFundProject

7 months ago

This is why we built our provenance toolkit and MCP POC at Datafund. It lets agents capture and store provenance at creation and write it to a decentralised backend for public scrutiny. Try the POC and tell us what is missing.

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Datafund @DataFundProject

7 months ago

If we cannot verify origin, authenticity or context, data becomes a liability. And as AI agents move into research, finance, science and public systems, they will act on inputs no one can trace. We need provenance captured at the source.

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Datafund @DataFundProject

7 months ago

Data provenance is important because it tells us how the world is vs. how somebody wants us to see it. It tell us if the source was legitimate, if the capture was authentic or if the data reflected reality.

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Solar Punk @SolarPunk_buzz

7 months ago

We're pleased to welcome @crtahlin to our Decentralized AI panel discussion! 🤩 Data flows are the pillar of the emerging AI economy. It is important to think about how AI agents can work with data and how trust can be established in decentralized AI. 👇 luma.com/8ewy3a20

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Datafund @DataFundProject

7 months ago

AI needs a provenance infrastructure that unifies ethics, law and technical aspects. That's what we're building for with our latest provenance POC. 👇👇👇

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Datafund @DataFundProject

7 months ago

A recent paper (arxiv.org/pdf/2404.12691) highlights that a growing issue with provenance tools is their piecemeal nature. 🧩 Dev teams can’t reliably assess safety, legality or copyright across thousands of mixed datasets. Creators, on the other hand, can’t track their content.

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Crt Ahlin @crtahlin

7 months ago

Discussion before the discussion @web3privacy panel on cypherpunk values meeting encryption with @zeligf @ethswarm

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Datafund @DataFundProject

7 months ago

6️⃣ Provenance allows us to build agentic workflows that are transparent, auditable and grounded in verifiable evidence. 🔗🛠️ That’s what we’re building with our latest provenance toolkit. 🚀 📽️ Check out the demo in the post below. 👇👇👇

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Datafund @DataFundProject

7 months ago

5️⃣ Which sources influenced its outputs and to what degree? Who has the power to influence the information it relies on? In all fields built on knowledge work, traceability of evidence = credibility. 📜✔️ This goes double for AI in high-stakes domains. 🏥💶⚖️🏛️

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Datafund @DataFundProject

7 months ago

1️⃣ Agents are becoming the new knowledge workers, and we need to understand how they know what they know. 🧠🤖 The best AI models sit at ~50% of human baseline for agentic work. Most are even lower. But they are grinding toward human-level capability. 📈

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Datafund @DataFundProject

7 months ago

We’re tackling this head-on. Auditable, immutable provenance data on decentralised storage. Watch the demo and drop your feedback: x.com/DataFundProjec…

Datafund @DataFundProject

7 months ago

Data provenance is becoming a key parameter in the GenAI landscape. Lawmakers are demanding it and the cost of non-compliance is extremely high. Luckily, we've built a toolkit for building an immutable and auditable data trail. No 3rd party needed and standard-agnostic. 👇👇👇

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Datafund @DataFundProject

7 months ago

Now, 20 years into the platform age we know that privacy is something that should've been built in from the start. But it seems that we're making the same mistake with data traceability in AI. Provenance should be at the core of AI, not its afterthought if we want trust.

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Datafund @DataFundProject

7 months ago

A recent paper from the @data_foundation warns that without provenance, we can’t tell where AI data comes from, how it changes, or who influences it. datafoundation.org/news/reports/6…