Compliance & Deformation Judge
Ki · Single Ability
The Problem
The temperature drop is minor, yet the heating system's overreaction caused a significant energy spike, showing scale mismatch tolerance.
The Operation
Under this ability, the model must identify the input cause and measure its magnitude on a defined scale. Identify the claimed output effect and quantify its magnitude on a comparable scale. Compute the ratio between output and input magnitude to check proportionality. If disproportionate, probe for hidden amplifiers or confounds that explain the mismatch. Verify that no measurement error inflates the claimed effect. The reasoning applies a formal computation: proportionality ratio = output magnitude / input magnitude. If it detects accept disproportionate cause effect claim without demanding, it halts and corrects.
The Structure
This ability runs on a bidirectional verification that checks conclusions from both directions.
If a disproportionate response magnitude is accepted without questioning whether the assumed causal link might be wrong, proportionality verification was skipped.
Haki · Multi Ability
Synergy Topology
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, these four abilities don't run in sequence. They merge into a single injection where the dependency grounds the reasoning context, the amplifier sharpens the primary's output, and the alternative provides a fallback path if the primary's topology cannot converge. The result is a multi-angle reasoning scaffold that covers failure modes no single ability can reach alone.
Appears in Use Cases