Chat-based AI hides failure inside long threads and vague responses. Miniloop is built for diagnosis. Every step is observable, inspectable, and accountable.


Miniloop treats observability as a first-class requirement, not an afterthought.
Failures are isolated to a specific step. You know exactly what broke instead of re-reading an entire conversation.
View the exact inputs a step received and the outputs it produced. No hidden state or inferred context.
Stop scrolling through pages of messages to find where things went wrong. Execution is structured and traceable.
When AI fails inside a chat, you are left guessing. State is implicit, outputs are disposable, and errors are buried in text. Miniloop exposes execution as a sequence of observable steps so failures are obvious and traceable.

