- • Outer loop owns pending input
- • Inner loop owns provider and tool iteration
- • Late input joins only at a safe yield boundary
- • Exploratory diagnosis and research
- • Tool-heavy work that needs a coherent inner loop
- • Late steering without breaking in-flight effects
- • Host pins one snapshot per inner turn
- • Python owns authority, checkpoints, journal, and settlement