My take: 1. Doing this moves my team faster. I now use sourcegraph MCP all the time to file much better bugs. And when the actual bug fixing TAT is larger than bug filing TAT, I rather just do it myself. My engineers appreciate it, truly. 2. This not only helps me do bug filing but just get comfortable with code. And this improves my PRDs, my MVPs and my overall thinking. There is no way that I can do this in isolation. I have to get comfortable with code and that involves shipping the occasional PR. 3. This improves my craft. I am obsessively shipping on the side. The codebase for my personal side projects is manageable. I would love to ship at work as well but that's not doable because of codebase complexity and the inability to read code. However, traditional product management is collapsing and this is the new normal.