Went in expecting another trace dashboard. Instead Adaline reads the production traffic nobody on the team has time to read， clusters it into real behaviors， and writes hundreds of fresh evals against them every day.

Then it assembles the stronger agent candidates and hands them to you. And the smart part： nothing ships until you sign off. That's the first "self-improving" pitch that actually holds up.