Dimensionality Reducer
Ki · Reasoning
The Problem
The model uses 50 dimensions, but many are redundant, causing dimensional bloat and the curse of dimensionality.
The Operation
This ability makes the model identify all dimensions and variables in the current analysis. Compare each pair of dimensions and check for redundancy: can one be derived from others through a known transformation? Strip redundant dimensions to isolate the minimal sufficient set. Verify that no critical information was lost by testing whether the reduced set can reconstruct all original distinctions. Suppress carrying redundant dimensions that add complexity without adding information. Reduce dimensions blindly is rejected.
The Structure
This ability runs on a convergence funnel where multiple candidates enter, evidence narrows them, and only survivors exit. It keeps running until the answer stops changing between iterations.
If the analysis carries redundant dimensions that could be collapsed without information loss, dimensionality reduction 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.
Appears in Use Cases