AI Scientist. @GraphonAI Founder. ML Hacker. Robotics PhD
San Francisco
Joined October 2013
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After years working on robot memory at @NASAJPL, @GoogleDeepMind , @Meta and @nvidia, @clarkzhango and I kept asking: why does AI still forget?
Today, with @deepakmishraVC, we’re announcing @GraphonAI and our $35M Series A just 6 months after our seed.
• #1 on ATM-Bench, ATM-Bench Hard
• 94% on LoCoMo
• 84% on DolphinBench, 10x cheaper
• A new cost-accuracy frontier across 7 benchmarks
businessinsider.com/graphon-…
Graphon is able to achieve higher accuracy while consuming significantly lesser tokens and compute. For both LoCoMo and DolphinBench, graphon resets the cost-accuracy pareto frontier and drives accuracy even higher than feeding frontier models full context.
LoCoMo: 94% at 7.9K tokens vs Full context: 90.4% at 19K
DolphinBench: Graphon 84% of tasks for $11.84.
mem0ai/dolphinbench#12
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We named Graphon Labs after graphon theory, a way to analyze the limits of large graphs invented by our advisors @jenniferchayes and @cborgs
Here’s the full story, from vector RAG to graph theory for persistent intelligence:
graphonlabs.ai/blog/understa…
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Intelligence must draw on memory. The mind must not simply compile data — as an algorithm now does more quickly than we can — but recall lived experiences, which contain depths of meaning that only the human soul can recognize, and connect more deeply with the goodness of these experiences. Everything that is good begins “with the Spirit” and thus possesses a breath, a dynamism and a sense of communion that, once experienced, are engraved upon the heart. vatican.va/content/leo-xiv/e…
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Got my lifelong wish. My startup is finally a wrapper. Atleast you can get a free ride during SF Tech Week:
luma.com/xll5ryfk
