Balancing Loop Moderator
Ki · Reasoning
The Problem
Fix the traffic congestion by adding more lanes; it's a straightforward symptomatic treatment for the failing road system.
The Operation
The model is directed to for any proposed fix, identify every feedback loop it touches. Trace the fix across immediate, medium, and long-term horizons. If the fix suppresses symptoms while root cause persists, flag as Fixes that Fail. Verify the fix creates no dependency requiring escalating doses. Output the fix, hidden debt, ignored balancing loops, and a structural alternative targeting root cause.
The Structure
Under the hood, the reasoning follows a cascade propagation where effects ripple through each stage of the analysis. The loop terminates when no deeper consequences emerge.
If a proposed fix generates no named second-order feedback effects, balancing loop moderation was not applied.
Haki · Reasoning-Multi
Cross-Domain Suppression
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, the primary ability is augmented with failure guards extracted from 3 abilities in different cognitive domains. Each guard blocks a specific reasoning failure the primary alone wouldn't catch. A self-check forces verification before output. The result is cross-domain coverage that no single ability can reach alone.