MCMetacognitionID: MC-015

Injector Portfolio Optimizer

Ki · Reasoning

The Problem

The same marketing strategy gets reused because it worked before, without evaluating whether current market conditions still favor it.

The Operation

This cognitive operation forces the model to enumerate all strategies considered in the current session and classify each by recency of last use. Identify whether recently used strategies are being favored over potentially superior alternatives. Compare recent strategy performance against historical baselines to detect recency bias. Verify that strategy selection is merit-based, not recency-driven. Test at least one non-recent strategy against the current problem.

The Structure

The reasoning structure is a bidirectional verification that checks conclusions from both directions.

If a previously successful strategy is reapplied without checking whether current conditions still favor it, recency balancing was skipped.

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.

PrimaryMC-015Injector Portfolio Optimizer

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.