Research hub / version 1
Resources worth building on.
The research program turns operating experience into useful references: clear definitions, architecture patterns, evidence records and practical decision tools.
Method
Make complex systems easier to evaluate.
Each report states its methodology, date, author, sources, limitations, what was measured, and what was not. If proprietary data does not exist, the page says so instead of turning assumptions into statistics.
Current original assets
- AI automation failure modes — a testable framework for inputs, context, tools, state, human approval, and recovery.
- AI automation opportunity calculator — an illustrative capacity model with retained review time.
- Law firm intake leak calculator — scenario ranges for inquiry leakage and follow-up assumptions.
These are decision tools, not guarantees, benchmarks, or client-result claims.
Evidence discipline