Ideas / Research
Ideas worth exploring.
Research, observations and perspectives from the people building at Genforge.

Why intelligence systems fail outside the lab
Accuracy is only one property of a useful system. Operations decide the rest.
Read essay ↗
Building AI systems for a billion people
Population-scale technology is not a bigger version of a lab demo. It is a different engineering discipline.
Read essay ↗
India Doesn’t Speak in Languages - It Speaks in Regions!
Building voice AI for India is not a matter of adding Hindi, Tamil, or Bengali to a product menu. It requires systems that can hear how people actually speak across districts, dialects, devices, and everyday environments.
Read essay ↗
The AI infrastructure is here, but are the deployments keeping up?
The important AI question is shifting from what models can do to what institutions can reliably build on top of them.
Read essay ↗