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Migration Notes

Existing demos can opt into the modular stack by instantiating VectorMemory with backend_name="local" for deterministic tests.
Replace legacy substring memory calls with VectorMemory.search, which now returns scored SearchHit objects.
Tool imports must move into the cuga.modular.tools.* namespace to satisfy dynamic import guardrails.
Coordinators should be updated to the round-robin CoordinatorAgent to preserve fairness guarantees.