Frameworks
Frameworks that survive contact with execution
These are practical ways to make the process, the learning loop, and the accountability clear before AI moves into production.
Reverse Engineer Before You Reengineer
Map how the work actually happens today, including the exceptions and informal decisions, before designing what comes next.
Human + Agent Learning Loop
Use structured human feedback to improve the agent before expanding its authority.
Governance Follows Accountability
Put AI governance with the executive who owns the process, the economics, and the outcome.