Resources
Articles
Technical writing on inference-time observability, control-plane mechanics, and why black-box AI fails under pressure in high-stakes systems.

Resources
Technical writing on inference-time observability, control-plane mechanics, and why black-box AI fails under pressure in high-stakes systems.