👤 Audience

• · 5-12
• Current: Network SRE / NetOps Lead
• Pain: Debugging hung allreduce at 10k+ GPU scale
• Pain: Topology change rollout safety (link drains)

🎯 Product Needs

(none)

📡 Channels

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🔍 Competitor Lens

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