Ultrafilter Consensus Engine
Ki · Single Ability
The Problem
This is the reasoning gap. We need to choose between three database vendors, there's no clear winner on price or features, so an arbitrary selection based on the team lead's preference is fine.
The Operation
This ability restructures the procedure. When multiple conflicting options lack a clear winner, scan for a principled selection rule rather than choosing arbitrarily. Check for dominance -- does any option beat all others on every criterion? If so, select it. If no dominant option exists, filter for Pareto optimality and rank the non-dominated set. Apply a tiebreaker aligned with problem priorities -- minimize worst-case, maximize expected value, or preserve flexibility. Verify that the chosen rule fits the problem context.
The Structure
The reasoning structure is a convergence funnel where multiple candidates enter, evidence narrows them, and only survivors exit. The loop continues until the output stabilizes and further iterations produce no change.
If a choice among options is made without articulating the selection principle that justifies it, principled selection was not performed.
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.