LLMday

Large Language Models, Agents & AI Systems

April 16, 2026 Harness, San Francisco, United States

1
Day
20+
Speakers
2
Tracks
100+
Attendees

Neuroinspired AI: From Analogy to Mechanism

Marta Gajowa
Stealth Startup
Abstract

I will talk about current brain-inspired AI and discuss the actual mechanics behind the "20W brain" pitch to move beyond simple inspiration toward systems that deeply mirror biological inner workings. I’ll highlight how modern neurotechnology provides direct access to the biological data that LLM interpretability researchers are currently forced to infer. Finally, I’ll introduce Neuraffica, my project bridging neuroscience and AI to turn these biological ground truths into reality.

Bio

Marta Gajowa: Experimental and computational neuroscientist on the founder path. Spent 15 years in research, moving from lab to lab — Krakow, Paris, UC Berkeley — building neurotechnology for mapping how signals propagate through neural circuits. Published author in peer-reviewed journals, including Nature Neuroscience and Neuron. Now building Neuraffica, where the goal is simple: stop guessing what makes brains efficient and start measuring it — then transfer those principles to AI. Happy to chat after the talk about why the next AI architectures might come from biology, not benchmarks.

Video

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