Beyond Quality

An open-source community for deeper enquiry.

The erosion thesis

This section carries the research’s own claim, the step §1 does not take: the problem statement establishes that the two debts grow; this section argues what their growth does to the governance system. It is also where the purpose statement’s “maintain” is defended: the interface loop keeps the clarity current, and this section argues what keeps the loop’s own preconditions, comprehension and intent, alive.

AI-accelerated development does not merely add rows to the risk register. It erodes the organization’s capacity to run the register at all: each step of the machinery depends on what the debts deplete. Risk identification needs intent (what could fail, and what failure would cost, cannot be named without knowing what the system is for); evidence evaluation needs comprehension (whether a check is credible evidence, and whether two checks are independent, cannot be judged without understanding what they exercise); review and rebalancing need both. The erosion reaches the value work too: intent debt manifests when decisions need to be made, and the value model is made of decisions.
The erosion holds only in the absence of countermeasures. Those are partly formulated in the ai-era-testing research (human-authored anchors, collaborative construction, the four conditions); this research states who mandates them, and its findings will feed back into updating ai-era-testing.
Knowledge that used to be a free byproduct of humans doing the work becomes a priced input. Someone has to decide to pay for it (human-authored anchors, collaborative construction, oversight skills), and that decision is a governance act: policy, delegation limits, and the human-oversight conditions of 38507 6.2 (understanding, authority, the ability to intervene). These are the same instruments §1’s fourth observation shows arriving late or not at all: governed adoption is the countermeasure funded from the start.
The erosion also has a price in flow-economics vocabulary: comprehension debt raises the cost of change, and the cost of change is what makes future delay expensive. An organization that can no longer change fast and safely carries a higher effective cost of delay on everything it will ever ship. Cost of Quality accounting alone does not capture this term.
The consequence for the governing body: the question is no longer only “what are our risks” but “can our organization still know its risks”.