80/20 Optimizer
Ki · Reasoning
The Problem
The marketing team is overwhelmed because every campaign receives uniform effort regardless of its potential impact.
The Operation
This cognitive operation forces the model to perform pareto variable ranking, enumerate all factors and estimate each contribution to outcome variance. Isolate the high-impact cluster: the 20% driving 80%+ of results. Execute marginal contributor pruning, strip low-leverage variables to a deferred list. For each high-impact variable, trace its causal mechanism to confirm ranking reflects genuine influence. Validate pruning by sensitivity test: if removing a deferred variable shifts outcome by more than 5%, restore and re-rank. Bikeshed on negligible factors is rejected.
The Structure
This ability runs on a convergence funnel where multiple candidates enter, evidence narrows them, and only survivors exit. It iterates until no further refinement is possible.
If every variable receives equal analytical weight regardless of impact magnitude, Pareto pruning was not performed.
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.