Complexity Razor Enforcer
Ki · Reasoning
The Problem
The hypothesis includes multiple variables, leading to explanation bloat and unnecessary complexity.
The Operation
When activated, the model must count causal variables, conditions, and exceptions in the explanation. Count independent data points covered. If explanatory elements exceed half the data points, flag as overfitted. Try a simpler explanation covering 80%+ of observations. If it succeeds, adopt it. The reasoning applies a formal computation: complexity ratio = variable count / data point count. If it detects add variables explain lone anomalies without justification, it halts and corrects.
The Structure
This ability runs on a convergence funnel where multiple candidates enter, evidence narrows them, and only survivors exit.
If explanatory variables accumulate without each proving its independent necessity, complexity razor enforcement was bypassed.
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.
Appears in Use Cases