Chat workflows degrade as they grow. Instructions get buried, assumptions change, and outputs drift. Miniloop enforces stable context across every step so your workflow stays consistent from run one to run one thousand.


Stable context turns AI from a conversation partner into an execution engine you can trust.
Define your rules once and apply them consistently across every step. No re-explaining and no accidental deviations.
Maintain the same schemas and formats across runs, even as workflows evolve or get longer.
Re-run workflows with new inputs and get the same structure and behavior without manual cleanup or prompt tweaking.
In chat, the model is constantly re-interpreting intent based on a growing thread. Over time, rules are forgotten, formats change, and edge cases appear. Miniloop makes context explicit and enforced so each step runs with the same assumptions, every time.

