Technicity Sdn Bhd registered five programmes under HRD Corp Claimable Courses. This is how the submissions were produced, and what came back queried on the way.
HRD Corp supplies its Course Verification Template as a locked Excel workbook, with the Course Verification Guidelines beside it. Five programmes meant five workbooks, each carrying the same house facts and differing only in course-specific values. Retyping them one at a time is exactly the kind of recurring document work the P1 programme teaches participants to audit and automate.
Each course was written out once as a plain source document: modules with their training hours, the schedule in two formats, the learning outcomes with their weightages, the assessment method, and the artefacts each participant keeps. The regulator’s workbook was then filled from that source programmatically, once per programme, rather than by hand five times. The five files still carry the signature of the library that wrote them rather than of Excel. The accompanying course-content documents were rendered to PDF from HTML the same mechanical way.
Nothing about the content was automated. The method removed the transcription, not the thinking.
The first submission was queried the day it went in, on two points: the practical element of the course was not explained clearly enough, and the focus area claimed for it was refused. All five workbooks were revised that day to the focus area the reviewing officer accepted, which is the value they carry now. A second query arrived later, at registration rather than verification, asking for a trainer profile and a course-content document — the verification workbook was explicitly not accepted as course content, so a separate document had to exist. One approval letter came back carrying the wrong year and had to be reissued.
None of the three would have been caught by generating more carefully. That is the honest lesson of the exercise, and it is the one taught in Module 5.
Each is valid for one year. The first three were approved on 2, 3 and 4 September 2026; the last two on 14 September 2026. Nothing here was timed, so there is no before-and-after figure.
Practical AI Implementation for Business Operations is the programme this work demonstrates, and all five are listed here.