From here we can build out a UI that makes it easy to visualize these changes. #PEPR23

The annotations allow us to generate code to automatically access the right data in a way that traverses the graph properly. #PEPR23

The data access automation process submits a job to the async job tier and then collects data from each service checkpoint. That data is merged, cleaned, rendered, and downloaded. #PEPR23

The way that Meta does this is using a data annotations API that allows engineers to specify details about their data. #PEPR23

We're now shifting into data access automation starting with Meta scale. #PEPR23

From there we build and grow tools that help build out the systems that make our jobs easier. #PEPR23

We can use crossfunctional groups as good sounding boards for larger problems. #PEPR23

How do we interact with those stakeholders? Meet them where they are, understand their problems, speak their lingo. #PEPR23

On top of all these services, we have a single portal that allows a one-stop-shop for any privacy needs. #PEPR23

With deletion services, we have a service that allows downstream resources to subscribe to deletion events either on-demand or over time. #PEPR23

Next is data classification, we use some manual and machine-learning powered systems to identify categories of sensitive data. #PEPR23

Make the process as simple as possible to make things easier. #PEPR23

#pepr23 is great so far! Here's a thread about my favorite tidbits ✨

As technologies are implemented, it helps legitimize approaches and reinforces new results. #PEPR23

But these new policy changes may not always result into practices as we know from organizational change literature. #PEPR23

Privacy preserving systems have been driven in a lot of ways by regulators and consumer pressures. #PEPR23

A wide range of folks from different industries and levels, pretty homogeneous diversity metrics though. #PEPR23

We solved this by adding a proxy that allows us to anonymize data to reconstruct data over from the GenAI system. #PEPR23

Of course there are also other challenges with using generative AI like ChatGPT to provide services. #PEPR23

Another lesson is to focus on use cases instead of fancy technologies. Sometimes the simple solution is the best one. #PEPR23