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Explore a comprehensive framework for evaluating Edge AI technologies that moves beyond traditional computational metrics in this 12-minute conference talk. Challenge the industry's obsession with Trillion Operations Per Second (TOPs) as the primary measurement standard and discover why this narrow focus fails to capture what users actually experience. Learn about more meaningful metrics including tokens per second for generative AI responsiveness and tokens per second per watt for practical battery efficiency considerations. Understand the importance of qualitative factors like perceived intelligence and personality—what the speaker terms "vibes"—that significantly impact user adoption, drawing parallels to successful consumer technology choices. Examine how cross-functional collaboration between hardware engineers, software developers, designers, and product managers can optimize AI systems for better overall user experiences rather than isolated technical specifications. Gain insights into making informed trade-offs that sometimes favor less powerful but more efficient models, and discover how holistic thinking in AI development leads to superior real-world performance and user satisfaction.
