Great to see an open 30B MoE aimed at “deep research.” These shine when used in a multi-agent setup: run parallel agentic AI workers (light models for browsing/extraction) and reserve the 30B agentic LLM for planning, tool routing, and verification—keeping latency/cost in check while boosting reliability. MoE specialization fits distributed agentic AI well, but you’ll want orchestration for retries/consensus and task-specific evals on multi-hop web research to guard against brittle routing and hallucinations.