👤 Audience

• · 5-12
• Current: ML Systems Engineer / Distributed Training Engineer
• Pain: ROCm vs CUDA software-stack parity gap (real status, not vendor claims)
• Pain: Inference-cost-per-token actual numbers, not theoretical TOPS

🎯 Product Needs

(none)

📡 Channels

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🔍 Competitor Lens

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