Feedback Design
Ki · Single Ability
The Problem
The default behavior: The analysis shows that increased advertising leads to higher sales, ignoring any feedback loop that might exist.
The Operation
The model is directed to in any system or argument, identify circular causal paths: does A affect B, and does B in turn affect A? Classify each feedback loop: positive (amplifying, deviations grow) or negative (stabilizing, deviations shrink). For positive feedback loops, ask: what prevents runaway? Is there a natural limit, or does the system blow up? For negative feedback loops, ask: what is the equilibrium? What happens if the loop is disrupted? Identify any delays in the loop, as delays cause oscillation and overshoot. Suppress linear causal thinking when circular causation is present. Treat feedback systems as oneway causeeffect chains is rejected.
The Structure
This ability runs on a cascade propagation where effects ripple through each stage of the analysis. The procedure repeats until diminishing returns trigger an exit.
If causal reasoning proceeds linearly without testing whether any output variable feeds back as an input to the chain, loop detection was bypassed.
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.