1. Choose one output
Start with an existing finance or decision output that is important enough to matter and bounded enough to govern.
2. Agree the sources, purpose, and review standard
Clarify the purpose of the output, who relies on it, the relevant source information, important definitions and assumptions, and the level of evidence and review appropriate to how the output will be used.
3. Produce a governed run
Prepare the work using traceable sources, controlled calculations, visible assumptions and exceptions, and AI assistance where it provides useful analytical or narrative leverage.
4. Review and update memory
Questions, unsupported explanations, exceptions, and items requiring judgment remain visible for the people accountable for the output.
Relevant context, resolved questions, explanations, corrections, exceptions, and reviewer decisions are retained and updated so the next cycle starts from governed current memory rather than being reconstructed from scratch.