The Findings

We classified work in complex systems into three stages. A pattern emerged.

The Path Forward

The 80% problem can be solved — by closing the loop between understanding and change.

That means connecting to live systems, contextualizing what’s there, and acting with confidence as a single motion instead of three distinct handoffs.

Connect your system

Live, structured access to enterprise systems — so the 80% of work that lives in tickets, Slack, and tribal memory becomes a queryable layer instead of a recurring excavation.

Contextualize automatically

Metadata, dependencies, and business logic resolved into a single model that agents and teams can reason over together.

Reason with Agents

Changes implemented with full visibility and governance — execution that follows from understanding, not in spite of it.