Constraint Satisfier
Ki · Single Ability
The Problem
Your model plan is impossible due to ignoring the stated budget and resource limits, creating a fantasy roadmap.
The Operation
This cognitive operation forces the model to enumerate all hard constraints with explicit numeric limits, budget, headcount, deadline, compute capacity. Filter proposed actions and reject any that violate at least one constraint. Rank the remaining feasible actions by value-per-resource-unit and scan for resource conflicts between top candidates. Resolve conflicts by selecting the combination that maximizes total value without exceeding any constraint. Flag every constraint with less than 10% remaining margin and attach a contingency action. Propose solutions that ignore stated resource limits is rejected.
The Structure
Under the hood, the reasoning follows a constraint net that tests the conclusion against all known constraints simultaneously. Execution cycles until the evidence set is fully consumed.
If the final solution is presented without all constraints are satisfied simultaneously and reporting remaining slack per resource, constraint checking 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.