Auditable belief history

Without Klio

When an agent’s action is questioned, most memory systems can only show you what they believe now. The belief that actually drove the action is gone — overwritten by its successor.

With Klio in the loop

1. 1

   Every memory is a dated, attributed row; changes of mind are new rows pointing back at what they replaced.

2. 2

   Provenance marks what was stated by a person versus inferred by a model.

3. 3

   To reconstruct a moment, walk the supersession chain back to it.

The call an agent makes

explore(
  {
    "entity": "deploy policy"
  }
)

Real tool, illustrative payload. The full contract for every tool is in the docs.

What changes

Reviews get evidence instead of recollection. The record shows the belief, its source, and its retirement — with dates.