R&D and experimentation

Code changes, test migrations, and agent changes move through fragmented human-heavy workflows: developers open PRs, human reviewers inspect them under time pressure, DX teams script or manually supervise test-quality work, and agent builders debug production behavior with scattered logs and ad hoc run captures.

PAINSoftware teams are trying to ship more code while peer reviews, automated AI comments, test-quality work, and agent debugging all become harder to manage: reviewers are overloaded, AI review comments can be noisy or generic, structured test workflows need guardrails, and production agents are difficult to observe reliably.