Kelviq’s OpenClaw flow picks up Discord-tagged profile URLs, scrapes the site, checks policy, and returns approval/rejection with reasoning, category, and confidence—cutting manual MoR onboarding review.
A developer leaves Codex CLI running for hours to add debug prints and test hypotheses against a deterministic front-door unit test until it can explain the bug with evidence.