The audience moves fast and forgives nothing. Model, framework, and tooling companies win on reproducible results and honest benchmarks, and they lose on demos that only work in the keynote. We build content with runnable notebooks and evals, communities around shared use cases rather than hype cycles, and education that gets teams from prototype to production inference.
Typical plays
- Reference implementations and eval-backed comparison content
- Practitioner communities organized by use case, not by product tier
- Production-readiness curriculum (serving, cost, observability, safety)

