Resource Auditor
Ki · Single Ability
The Problem
The project continues despite hidden costs and resource leaks, anchored by sunk cost fallacy without ROI validation.
The Operation
This cognitive operation forces the model to identify the proposed initiative and extract all resource inputs: engineering hours, infrastructure cost, opportunity cost, and calendar time. Compute the total cost of ownership over a defined horizon, enforce at least a 3-year window. Compare against the best available alternative (build vs. Audit for hidden costs, scan for maintenance burden, training overhead, and switching costs omitted from the original estimate. If ROI is positive and exceeds the alternative, validate the initiative. The reasoning applies a formal computation: TCO = sum(acquisition + operation + maintenance + disposal; t = 0.horizon); horizon >= 3yr.
The Structure
Under the hood, the reasoning follows a constraint net that tests the conclusion against all known constraints simultaneously.
If resource expenditure is described without a corresponding utility gain calculation, resource auditing has failed.
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