Rate Limiter
Ki · Reasoning
The Problem
We've gathered enough evidence on the market trends, but we should keep looking for more data without checking the saturation threshold.
The Operation
The model is directed to track cumulative evidence and measure whether each new addition changes the working conclusion. Compute marginal impact of the last N additions: if impact approaches zero, saturation is near. Classify current state as pre-saturation, at-saturation, or over-saturated based on marginal impact trends. Do not accumulate evidence past saturation. If saturated, halt gathering and consolidate. The reasoning applies a formal computation: marginal impact = delta(conclusion confidence) / delta(evidence count); window=last N. It will not accumulate evidence past saturation.
The Structure
This ability runs on an iterative convergence loop that cycles until the reasoning stabilizes on a consistent answer. Execution repeats until the reasoning locks onto a stable conclusion.
If evidence collection continues past diminishing returns or stops before the conclusion converges, saturation boundary detection 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.