Open-weight models now trail frontier proprietary systems by single-digit percentages on everyday tasks, while costing four to ten times less per token.
Benchmark analysis shows the gap between open 30B models and closed frontier systems has compressed to roughly twelve months, and consumer hardware runs them. Demo content.