In-depth articles on the systems, patterns, and structural logic behind how organizations, and individuals, make consequential choices in the age of AI.
The two-layer framework, the UCADE Cycle, four failure modes with structural interrupts, and the practitioner entry points for individuals and organizations.
Why AI sycophancy is structurally inevitable without a governed boundary, and the Stage 1 / Stage 2 protocol that prevents it.
The most dangerous failure mode in organizational decision-making, and the structural interrupt that catches it before the analysis begins.
Both the SDA and BDA frameworks are published under CC BY 4.0, free to read, share, and apply. The DLDA tool is live now; the full Convoking4™ platform deploys through Q2 and Q3 of 2026.