Dimensionality Reducer
Ki · Single Ability
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 · 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.