Troponin Supplements — Recursive-knowledge-distillation

TroponinIQ is a domain-specialized AI coaching system built on a simple premise: you don’t need to fine-tune neural weights to create expert-level AI. You need to engineer the knowledge base. This post describes the architecture, the training methodology, and the scaling characteristics of what we call the SuperBot approach — a knowledge-base-as-trainable-substrate system that produces measurably better domain outputs than vanilla frontier models, at a fraction of the operational cost of traditional fine-tuning.