Library / Human Capability Development Principles Framework
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An author whose audience is not yet known

An author prepares instruction for interpreting an indicator under specified assumptions. HCD.28 first obtains the subject Method or returns its absence. It then compares a supported individual route with a route using peer explanation or judgement. When readable contrasts and accessible qualified feedback supply the entire target, the individual route is a complete candidate: it needs neither fabricated partners nor an invented common calendar.

If a later version promises the learner’s ability to judge another person’s reasoning or respond to a challenge, the relevant HCD.23/.24 action must be added with actual people or another arrangement that preserves that human contribution. An AI-generated answer does not by itself supply it. HCD.27 adds shared occasions only where the new dependency requires them. A known learner subsequently enters HCD.2 with their actual starting evidence, work and access. The product’s general audience assumptions cannot replace that personal comparison.

These cases demonstrate constructed choices and connections. Their different permissions, actions, windows and burdens change the arrangement; they do not establish observed learning or service operation.