Businesses deploy AI agents expecting reliable reasoning, but ungoverned context systems silently undermine trust and compliance. This module exposes how flat prompts, stale retrievals, and missing policy filters lead to real financial losses—from regulatory fines to operational collapse.

You'll analyze documented failures in life sciences, finance, and supply chain domains, extracting root causes that transcend industries. Through risk assessment frameworks and maturity benchmarking, you'll translate technical gaps into business impact, building the case for context engineering as a required discipline, not an optional enhancement.