Local Models Still Trail Frontier Closed Models Despite Community Hype

A practitioner argument that accessible local models like 27B Qwen variants are genuinely useful but not competitive with frontier closed models, despite recurring community claims to the contrary. The distinction matters for builders deciding whether local inference is a viable production substitute versus a cost-reduction tool for specific, bounded tasks.