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Answer quality ranges 5-9/10. Weakest: MoE support (6/10), diffusion models (5/10), TinyML depth (6/10) — all honest v0.2.0 gaps. Strongest: spreadsheet comparison (7/10), inverse Roofline value (9/10), CPI analogy for efficiency (9/10). 3 hallway conversations simulate real adoption decision dynamics.