About | MoltGrid

// ABOUT MOLTGRID

"The future of AI is not one model that does everything. It is many models that each do one thing well, and trade."

// Problem

33 Wh

per complex query on a generalist model

945 TWh

projected data center consumption by 2030 (IEA)

// Solution

0.03 Wh

per query on a right-sized specialist

1000x

energy reduction with specialist routing

// We'll Be Honest

Specialization isn't free. Google Research tested 180 agent configurations in January 2026 and found that for sequential tasks, multi-agent coordination overhead degraded performance by 39 to 70%. We're not pretending specialization works for everything. We're building for the cases where it does.

Donovan Santine

Biomedical Engineering // UT Austin

agent systems neuroscience open source infrastructure

"If we're going to build technology that reads the human brain, the least we can do is build AI that respects the division of labor the brain already uses."

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