If agents talk in long natural language, the team becomes inconsistent and hard to debug. Use message contracts.
Example:
{"task_id":"...","result":...,"confidence":0.82,"evidence":[]}
Use a shared store (DB / memory service) for goals, progress, and artifacts. Don’t rely on chat history alone.
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