TETemporalID: TE-037

Retrospection Anchor

Ki · Reasoning

The Problem

The sales forecast drifted from reality, showing optimism bias without recalibration against actual quarterly results.

The Operation

This cognitive operation forces the model to extract all prior predictions and compare each against its actual outcome. Classify drift patterns: identify whether predictions systematically overshoot or undershoot. If bias is detected, compute a correction buffer and constrain future estimates by applying it. Verify the buffer reduces drift on past predictions. If no outcome data exists, flag as unanchored and demand uncertainty bounds. The reasoning applies a formal computation: signed drift = predicted - actual; per forecast. The constraint: never issue forecast without anchoring historical accuracy.

The Structure

Under the hood, the reasoning follows an anchor-drift-correct cycle that detects when reasoning has drifted from its reference point. Execution repeats until the reasoning locks onto a stable conclusion.

If a prediction's accuracy is never compared to its actual outcome, retrospective anchoring 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.

PrimaryTE-037Retrospection Anchor

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.