APP-HCD-02 - Constructed performance, transfer, retention and revision
Learner-L17 is a new fictional holder, distinct from Engineer-P14 and Engineer-E27. All attempts in this example are constructed observation traces, not data collected from programme learners.
The engineering exercise requires HW3/FW8. A report for FW7 cannot justify B’s use for FW8 even though B has the highest stipulated NPV: A/B/C are approximately 48.9/51.6/44.6 thousand under the financial assumptions. A still needs a shared-power check. C with a compatible HW3/FW8/SCHED2 report preserves two hours of required checks per change and one hour of preparation per homogeneous batch of up to four. Ten changes take 23 hours; twelve take 27. At 24 available hours, a ten-change proposal leaves two of twelve new changes in the weekly queue. At 22 hours, nine take 21 and ten cannot be promised. The release manager retains the release/use decision. These are exercise predicates, not current engineering or safety guidance.
| Independent Method question | Constructed observation or proposed change | Bounded result |
|---|---|---|
| HCD.11: what did L17 contribute? | The first answer calculates correctly but accepts B despite FW7. A teacher cue produces correction. In two later fresh representative cases, source and assistant traces show L17 recognizing the mismatch before any teacher or AI cue, then explaining a supported continuation and queue limit. | Initial compatibility failure, helped correction and later independent performance remain distinct; the sample supports only the tested contribution and conditions. |
| HCD.12: what survives unfamiliarity? | A complete HW3/FW8/SCHED2 report now supports action. L17 independently proposes ten at 24 hours and states the queue limit. At 22 hours, L17 first keeps ten and corrects to nine only after feedback. | Configuration-evidence transfer is supported in that case; independent resource adaptation is not. The local result is complete; a fresh uncued variation is needed before stronger reliance on independent resource adaptation. |
| HCD.14: which arrangement component changes now? | At the transfer return, replace the cue-led resource exercise with action/refusal contrasts and a fresh uncued capacity variation. Keep calculation, configuration checking, source access and resource limits protected. | A local testable revision hypothesis, not a settled cause, performed programme change or causal effect. HCD.13 is not a prerequisite. |
| HCD.13: what remains after the relevant interval? | Matched earlier and eight-week observations cover selected F.1, C.16 and C.11 contributions under stated intermittent practice and normal support. A separately specified fifteen-minute core uses tables and calculator but no AI; task order remains visible. A further source-access failure is returned as such. | Retention of the compared contributions and the narrow core under their conditions; no claim for untested patterns, non-use, the whole cohort or the revision’s causal effect. |
The bodies contain their own decisive facts and observations, so any of these questions can be used without reconstructing this connected account. The L17 example supplies none of the missing same-holder observations in ReleaseWork-R9 below.