Saving the World from Bad Software
When code becomes free, confidence becomes the product.
AI Confidence Engineering, AI Literacy & AI Assurance at enterprise scale.
Why validating what AI can’t assure itself is the future of quality roles.
10 days of effort in 10 minutes — $10k of value with DeFOSPAM.

Two decades at the frontier of test automation — from cognitive engineering and AIOps to today's Agentic AI and Confidence Engineering research. In conversation with the people defining AI-era quality.