Something I keep coming back to: every engineering team has a bus factor, whether they admit it or not. The more critical knowledge lives inside a handful of people's heads instead of anywhere written down, the more fragile the whole thing gets. And it's never the big disasters that expose it. It's the small stuff. Someone's on vacation, out sick, or just in back-to-back meetings, and suddenly a two-minute question turns into a two-day blocker. Why was this service built this way. What actually depends on this API before you touch it. Whether this exact problem already got solved eight months ago by someone who's since left the team. None of those answers should require tracking down "the one person who'd know." But on most teams, that's exactly how it works. That's part of why @CNPYNetwork and https://t.co/ZZmN9Y6mOV have stood out to me. The interesting opportunity isn't just building a smarter coding assistant. It's making that kind of institutional knowledge available to anyone on the team, on demand, instead of it living and dying in one person's memory. The strongest teams aren't the ones with the best individual recall. They're the ones who've built something that remembers for them.