Your prediction system is only as good as its failure modes.

Your prediction system is only as good as its failure modes.

We built five AI personas into our council because each one catches a different mistake.

Engineer catches code-spec drift.
Skeptic catches silent failures in edge cases.
Chief of Staff catches sequencing conflicts.
Efficiency catches over or under-building.
River Twin catches goal misalignment.

Fewer than five leaves blindspots.
More than five creates noise.

Every change votes through all five before we ship.