Root Cause Miner
Ki · Single Ability
The Problem
The server downtime is a recurring issue, so let's apply a surface fix by restarting it to stop the symptom.
The Operation
The model is directed to identify the presenting symptom and strip away any proposed solutions attached to it. Ask why the symptom occurs and trace the answer to its immediate cause. For each cause identified, ask why again, iterate this decomposition at least five levels deep. At each level, validate the causal link with evidence. Isolate the deepest cause that, if eliminated, would prevent all downstream symptoms.
The Structure
The reasoning structure is an iterative convergence loop that cycles until the reasoning stabilizes on a consistent answer. The loop terminates when no deeper consequences emerge.
If the proposed solution addresses a symptom without tracing the chain to its originating cause, root cause mining 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