Collection Method Patterns Three collection patterns cover the 61 artefacts. Automated collection (28 artefacts, predominantly Category A and portions of Category B) requires no human action during normal operation; the CI/CD pipeline, monitoring infrastructure, and logging framework generate the artefact as a byproduct. Human-reviewed automation (15 artefacts, predominantly Category B) involves automated generation followed by structured human review, approval, or enrichment. Manual with structure (18 artefacts, predominantly Categories C and D) requires human judgement guided by templates, checklists, or defined procedures. The AISDP’s design philosophy pushes artefacts toward automated collection wherever possible. The 28 fully automated artefacts represent the system’s compliance foundation; they cannot fall out of date because they are generated as engineering byproducts. The 15 human-reviewed artefacts sit at the compliance boundary where automated outputs require human interpretation. The 18 manual artefacts capture organisational judgement that cannot be automated. Key outputs

• Three-pattern collection methodology classification
• Per-artefact collection pattern assignment