Everything on Technology Risk Management

Stochastic AI code generation compromises system reliability and simplicity compared to deterministic human-written code.

Impact: Organizations face increased technical debt and maintenance costs, requiring stricter validation protocols and human oversight.

— from AI Coding Myths: Strategic Realities For Software Delivery · INNOQ Podcast· May 25, 2026

AI outputs are probabilistic rather than deterministic; treating AI like Excel leads to errors, necessitating robust human-in-the-loop quality assurance and clear boundaries for usage.

Impact: Prevents costly hallucination-related incidents and establishes a realistic framework for AI integration that balances innovation with operational safety.

— from KPMG AI Strategy: Scaling Transformation, Risk Management, and Business Model Resilience · Kollegin KI· Mar 31, 2026