Model Misspecification Robustness Tester
Ki · Single Ability
The Problem
Without this cognitive operation: Relying on a single climate model assumes its structure is universally applicable, risking fragility to misspecification.
The Operation
This ability makes the model state primary model driving the analysis. Generate 3+ alternative specifications by substituting one assumption each (linear to nonlinear, removing independence, adding feedback). Re-derive conclusion under each. If conclusion holds across all, label robust. For fragile conclusions, trace sensitivity to its source, gather discriminating evidence or present with explicit caveat.
The Structure
The reasoning structure is a sensitivity perturbation grid that systematically varies inputs to find where the conclusion breaks. Processing continues until the input space is covered or stagnation is detected.
If the conclusion depends on a specific model structure without being tested under alternative plausible specifications, misspecification robustness testing was omitted.
Haki · Multi Ability
Synergy Topology
In Haki mode, the API retrieves the primary ability first, then fans out to three synergy roles that compound its reasoning.
When retrieved in Haki mode, these four abilities don't run in sequence. They merge into a single injection where the dependency grounds the reasoning context, the amplifier sharpens the primary's output, and the alternative provides a fallback path if the primary's topology cannot converge. The result is a multi-angle reasoning scaffold that covers failure modes no single ability can reach alone.