The Internal Debrief Report presented an unexpected technical problem: our team had conducted the entire project through asynchronous Discord communication with no formal meeting minutes, and I needed to reconstruct what decisions were made when and by whom. Rather than manually combing through thousands of messages, I built a tool to parse scraped Discord data and automatically group messages by deadline, then summarized each cluster into a list of action items. The tool helped me determine which decisions were revisited, which deadlines slipped and why, which team members owned which decisions. Building that tool taught me that documentation problems often have technical solutions, and that the best way to understand a messy process is sometimes to build tools to help the team.

I think this mindset will do me well in my work as a software developer. I don't know anyone that particularly enjoys writing meeting minutes in traditional environments, but they're even more of an issue in asynchronous environments because there are less (or in our case, no) traditional meetings. I think the ability to go through the messages in the way that I did made the assignment possible to complete as-written.

I think that the process of reflecting and thinking about how things went is a helpful one. The process allowed me to go over all of the progress the team and I had made over the course of the project and write down what went well and what didn't.