Agents can get stuck: repeating tool calls, looping on the same subtask, or making no measurable progress.
Approach
- Maintain an outer task ledger and inner progress ledger.
- If progress stalls for N iterations, trigger re-planning.
Stall Detection & Re-Planning
Detect lack of progress and trigger plan updates automatically.