MCMetacognitionID: MC-007

Meta-Bias Sentinel

Ki · Reasoning

The Problem

The initial market analysis showed high demand, leading to uncorrected bias amplification in our sales projections.

The Operation

The model is directed to scan the reasoning trace for known cognitive biases, anchoring, confirmation bias, availability heuristic, framing effects. Isolate any segment where a bias may be distorting judgment. Compare the biased reasoning path against a neutral alternative to measure divergence. Verify that no bias is operating undetected. Enforce a debiasing correction by substituting the biased inference with a validated alternative. If it detects allow flagged bias persist uncorrected, it halts and corrects.

The Structure

Structurally, this is an accumulate-classify-decide pattern that gathers evidence, categorizes it, then concludes.

If the first piece of information encountered anchors all subsequent estimates without correction, bias guarding was not active.

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.