THE EXECUTION LOOP
Plan, act, evaluate, adjust.
Route capabilities
Filter the available tools by permission, data boundary, cost, health, and task relevance.
Generate a plan
Ask the model to plan only inside the governed candidate set and explain why each capability fits.
Invoke and normalize
Use idempotent calls, normalize result blocks, record cost, and evaluate contract progress.
Correct deliberately
When a step fails, move into coordination with a stated reason and a revised plan rather than blindly repeating it.