History Pruner
Ki · Reasoning
The Problem
Timeline includes all past milestones, causing history clutter and forgotten links to current objectives.
The Operation
The model is directed to scan retained historical events and classify each by causal relevance to the current task. For each event with no causal link to present or future states, flag it as a pruning candidate. Verify flagged items are inert: trace forward to confirm no conclusion depends on them. Archive inert events into a compressed summary. If relevance is uncertain, isolate the event in a secondary tier rather than discarding or keeping at full weight. It will not retain granular details irrelevant history alongside active.
The Structure
The reasoning structure is a convergence funnel where multiple candidates enter, evidence narrows them, and only survivors exit.
If outdated or irrelevant historical entries persist alongside current reasoning without being marked as superseded, history pruning was skipped.
Haki · Reasoning-Multi
Cross-Domain Suppression
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, the primary ability is augmented with failure guards extracted from 3 abilities in different cognitive domains. Each guard blocks a specific reasoning failure the primary alone wouldn't catch. A self-check forces verification before output. The result is cross-domain coverage that no single ability can reach alone.