Structured output APIs killed most JSON parsing pain, but schema design still decides quality. Field names, descriptions and enum choices are the new prompt engineering. Demo content.
The rival labs agreed on a shared battery of pre-deployment tests for dangerous capabilities, with mutual red-team access for frontier releases. Demo content.
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.
