SISimulationID: SI-023

Do-Calculus Intervention Engine

Ki · Reasoning

The Problem

Observational data shows a correlation between exercise and reduced anxiety, implying exercise directly causes anxiety reduction.

The Operation

This ability makes the model state claim as X causes Y. Classify as observational or interventional. If observational, list plausible common causes of both X and Y. For each, check if statistically controllable. If no valid strategy exists, reject causal claim; restate as association. Treat correlation causation is rejected.

The Structure

This ability runs on a conditional branch that routes reasoning down different paths based on what it finds. Execution cycles until the evidence set is fully consumed.

If an intervention effect is estimated from observational data without blocking confounding paths, do-calculus intervention logic was bypassed.

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.

PrimarySI-023Do-Calculus Intervention Engine

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.