Complexity Razor Enforcer
Ki · Single Ability
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 · 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.