Launching Fall 2021

Areas of Practice


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Introducing the Starling Framework for Data Integrity

Jointly developed by USC Shoah Foundation and Stanford University’s Department of Electrical Engineering, Starling is innovating with the latest cryptographic methods and decentralized web protocols to meet the technical and ethical challenges of establishing trust in our most sensitive digital records, such as the documentation of human rights violations, war crimes and testimony of genocide.

A comprehensive set of tools and principles that empowers organizations to securely capture, store and verify human history.

Starling represents a ground-breaking methodology in the fight against the spread of misinformation and the looming threat of deep fakes by providing open-source tools, best practices, and case studies that help to reduce information uncertainty in digital media.

We’ve convened a consortium of academics, companies, and NGOs in teams spread over 25 cities around the world, from Palo Alto and Los Angeles to Kigali and Taipei. With applications across news media, historical preservation, and documentation of ongoing crises and conflicts, the potential use cases for the Starling Framework are numerous.

Why a framework?

As Web 3.0 takes root, we have an opportunity to unify images with key metadata to establish new decentralized knowledge graphs that can provide clear provenance and integrity to the data.


Trust in the media is at an all-time low with ​74 percent of Americans concerned about the spread of inaccurate information on the Internet. Today’s widespread concerns with crowdsourced content are only deepening as artificial intelligence tools are generating photorealistic “deep fake” images.


Intolerance and hate-based violence are oftentimes traced back to Internet rumors or misinformation campaigns that aim to erode general public trust with the aid of audio/visual data. This environment of mistrust has dangerous analogs to the 1930s, when pillars of mass media were attacked in Hitler’s Germany as the “L​ügenpresse​” or “lying press” to undermine objective reporting as propaganda


The stakes are high, as all stakeholders need to come together to ensure authenticated capture systems advance human rights and do not become tools of mass surveillance that undermine them.


From mobile phones to professional DSLR cameras, Starling prototypes apps and firmware to create a chain of custody from cameras to digital platforms. (Key Contributors: HTC, Numbers, and Witness/Guardian Project)


Using new Web 3.0 protocols Starling orchestrates diffuse and trusted distribution of files, using advanced cryptography to create computationally productive proofs of replications and storage over time. (Key Contributors: Filecoin / IPFS, SDI, Internet Archive, and Hypha )


Using both permissioned and public decentralized ledgers, Starling allows experts to analyze content and store those certifications on an immutable ledger with highly-available fully decentralized ordering services. (Key Contributors: IBM and Hedera Hashgraph, Hala Systems, Numbers and Gun)


At Stanford, the Starling Lab is anchored in the Department of Electrical Engineering (EE). Throughout its 125-year history, innovations and entrepreneurship at Stanford EE has helped create Silicon Valley, from the invention of microprocessors to public-key cryptography to wireless technology. EE’s faculty and students continue to advance the state-of-the-art, define new directions for electrical engineering and develop new technologies. These advancements help address critical societal challenges in communication, biology, medicine, energy and the environment.

At USC, Starling is working with the Shoah Foundation to strengthen journalism through the use of authenticated documents and archives to counter mis/disinformation and reduce information uncertainty.  

Now in its third decade, USC Shoah Foundation reaches millions of people on six continents from its home at USC’s Dornsife College of Letters, Arts and Sciences.


In addition to financial support from Stanford and USC, the Starling Lab for Data Integrity is supported with funding from the Protocol Labs Foundation and the Filecoin Foundation. Starling Lab does not endorse specific technologies.  Fellows are encouraged to  use open-source technologies for Starling projects. The Lab operates with complete editorial independence..

Get Involved


  • Ann Grimes, Managing Director, Journalism Fellowships at Starling Labs for Data Integrity
  • Sophia Jones, Executive Editor

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