A governance framework for AI-assisted cyber-physical workflows in engineering practice — where human verification stays mandatory, and AI supports decisions without ever auto-approving them.
Human+AI+CPS is a structured model for how artificial intelligence should be embedded into engineering and construction workflows that touch real physical infrastructure. It treats the human, the AI system, and the cyber-physical environment as three distinct, interdependent layers — not a single automated pipeline — so that AI can accelerate work without displacing professional judgment or compliance accountability.
The framework was developed in-house at Le Management (2011) Pte Ltd, a Singapore-based engineering and inspection firm, and is validated through daily operational use rather than theoretical design alone.
The framework's first applied implementation is a set of internal workflow tools addressing document integrity and submission risk in engineering practice.
Creates timestamped, immutable backups before a working file can be overwritten.
Registers a submitted PDF as the evidence source, then recovers an editable archival copy.
Keeps the submitted file, reference, date, and audit trail together so a later overwrite can't erase the record.