When something breaks, you should know where and why

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

Platform preview showing centralized knowledge management interface

Built for diagnosis

Miniloop treats observability as a first-class requirement, not an afterthought.

Step-level failures

Failures are isolated to a specific step. You know exactly what broke instead of re-reading an entire conversation.

Inspectable inputs and outputs

View the exact inputs a step received and the outputs it produced. No hidden state or inferred context.

No chat log archaeology

Stop scrolling through pages of messages to find where things went wrong. Execution is structured and traceable.

Why chat makes debugging impossible

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.

Chat logs versus observable workflow execution
Frequently Asked Questions

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