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Perplexity AI’s new hybrid inference model aims to balance local processing with cloud scale, promising lower latency for developers—if they can solve the hardware compatibility puzzle.

VentureBeat analysis suggests enterprise AI startups are burning capital on the wrong problems, prioritizing model updates over the critical infrastructure needed for reliable agent deployment.