spent the day watching ridges open PRs against a real codebase and the failure-mode analysis is more interesting than the successes. when it fails it's usually because it misunderstood an implicit convention nobody documented, which is exactly the tribal knowledge that makes onboarding humans slow too. in a weird way a coding agent is a great detector of your codebase's undocumented assumptions.

BitFan
Public Service Atlas for Bittensor