Discover.
Dispatches from the lab — product announcements, research notes, and field reports on what we're building and what we're learning.
When Scientific Output Outruns Scientific Judgment
AI is scaling research output but risks creating an unsustainable wave of slop.
Introducing the Iluvatar Open Research Initiative
Humanity faces more questions than scientific capacity. IORI is our effort to change that.
Introducing Actuator
A closed-loop control layer for model transformation: live monitoring and in-flight adjustment.
Divergent-Convergent Attention
We introduce Divergent-Convergent Attention (DCA), a transformer primitive that maintains parallel attention streams at different window sizes and reconciles them through learned periodic consensus.
Meet Marvin
We built Marvin because too much ML research time is still spent on preparation, context gathering, and logistics instead of the science itself.
Elastic Speculation
Elastic speculation delivers 30–50% lower latency and up to ~50% fewer speculative KV writes in our experiments, while preserving output quality.