Filecoin Community Highlights

Welcome to the second installment of our Filecoin Community Highlights series, where we profile users and developers who are building essential tools and services on the Filecoin network. We hope these stories inspire others to join our mission to build world-class tools for the distributed web. Check out our first interview with Textile’s Andrew Hill.

Numbers is a Taiwan-based company building technology that protects data integrity. The Numbers framework is an open, transparent, and traceable data system consisting of 3 layers: Applications, Data Control, and Infrastructure. At each layer, unique capabilities such as fingerprinting at the capture site, privacy-preserving computing, and data verification help ensure data maintains trustworthiness. Potential applications include evidence preservation, medical device collection, know-your-customer management, insurance confirmation, and other scenarios.

Numbers co-founders Bofu Chen and Tammy Yang met on the technical team of an artificial intelligence (AI) and machine learning company. There they learned the value of user-generated data and began exploring ways to protect it. They started Numbers to give people greater access to and control over their information — including where and with whom it can be shared. Most recently, they put their talents to work helping track coronavirus-related symptoms.

We asked them why they chose to build on the Filecoin network and what’s next for Numbers.

How did you two come up with the numbers?

Tammy: Bofu and I met at an AI startup. We always had a question: given all the data used to train the AI ​​model, who has the right to use that data? Is that data actually licensed by the person who owns it? Who should own that data? Sometimes, it’s impossible to trace the origin of that data.

Sometimes I joke that every AI model has a dark history - because every AI model relies on a lot of data. A user might consent to, say, a university collecting his or her data, but sometimes that data is misused by other groups for AI training.

Our goal is to make data traceable. The integrity of the data is preserved and then it is possible to track the origin of that data.

What does digital do? How does it work?

Boef: Let me give you an example of how we work. Let's say a reporter sees something on the street and takes a picture with his phone. The Numbers app uses the sensors on that phone to collect metadata about the location, time, and network, and generates a SHA256 hash to "fingerprint" that metadata.

The sensor metadata is as follows:

The hash will be used for verification later. We also considered using a unique content identifier (CID) as the hash value instead of SHA256.

We upload all this information to IPFS, get a CID address in IPFS, and add it to the ledgers - Hyperledger (for enterprise solutions) and Ethereum, IOTA (for community solutions).

Our ultimate goal is that when journalists publish digital content online, readers can click an icon in the bottom right corner of the image that will display all the data so you can confirm the source is trustworthy and traceable.

When we put all of this information into a validated module, we achieve two things: First, we validate the data integrity, and second, we can trace it back to the source of the data. This is the basic capture and validation process.

The released version of Numbers we are developing works on the HTC Exodus 1, a blockchain-enabled smartphone. We are also working with journalists on additional versions that can be used on any phone.

Now you are also using IPFS and Filecoin, right?

Tammy: We leverage Textile , which is based on IPFS. The beauty of IPFS is that it gives each digital content a unique ID. When people take a photo or video on their phone, those files are very large. Adding data directly to the ledger may be impractical because current ledger technology is not designed to record such large amounts of digital content.

With IPFS, we only need to register the content ID to the ledger instead of the entire digital content file. So for us, this is a perfect combination between the ledger and IPFS technology to make digital data traceable and trustworthy.

After joining IPFS, we discovered Filecoin, which is a very interesting technology because it adds an incentive layer to trigger users to be more willing to join the network and share their storage. This is very helpful because we are trying to find ways for users to create trusted and traceable digital content. This content can then be owned by the user and shared with anyone they trust or just want to share it with.

How are you applying Numbers technology in the fight against the global coronavirus pandemic?

Tammy: Right now, it’s really important for people to have their own personal data logs that they can keep and track themselves. There are many ways that governments can track your status/health, but the current methods in place raise concerns that they give governments too much power.

We are working with the MyData community to create an app called MyLog14 that allows people in quarantine to log simple symptoms like temperature, cough, runny nose - symptoms associated with COVID-19. This data is very personal and many of us don't want to send this information to government data servers - there are privacy issues. Also, governments don't necessarily have the infrastructure to receive the data and keep it secure.

In the wake of the coronavirus, it's really important that people have their own personal data logs. Personal data is very personal indeed. You can keep it on your phone or store it on your laptop, but sometimes you want to be able to share it securely with other people, like medical staff.

MyLog14 allows users to record their daily logs. This is similar to what a media photographer would do. You can automatically record environmental information for future review. And there is a dashboard that shows logged symptoms and where you have been. This data is uploaded directly from the node instead of from the server. We plan to launch this at the end of April.

Original link: https://filecoin.io/blog/community-tammy-yang-bofu-chen-numbers/