​AI's Missing Primitive

​Language has LLMs. Vision has ViTs. Human behaviour has nothing. Until now.

​ABOUT THIS EVENT

​Every foundation model chose a primitive. Language. Vision. Audio. Physical world dynamics.

​No one chose behaviour.

​Not behaviour as a signal or a feature — behaviour as a first-class computational primitive with temporal dynamics, causal structure, and biological constraints.

​This is why every AI product you've used still doesn't understand you. Your LLM knows what you typed. Your recommender knows what you clicked. None of them know why.

​This Sunday we're putting it on the table. To stress-test.

​WHAT WE'LL DISCUSS

​▸ Why behaviour qualifies as a foundational primitive — and why treating it as a "feature" keeps failing
▸ What a 240+ dimension Behavioural State Vector looks like under the hood
▸ How Causal Behavioural Graphs solve the retrieval problem every AI product is stuck on
▸ Where the architecture breaks — honestly, specifically, technically
▸ The open problems we haven't cracked yet

​SCHEDULE

​11:30 AM — Introductions: who's in the room and what you're working on
11:45 AM — The primitive: why behaviour, why now, why no one else
12:30 PM — Structured debate: where this holds, where it breaks
1:00 PM — Open Q&A: hardest question wins
1:15 PM — What's next: white paper access, contribution tracks, the road ahead
1:30 PM — Close

​WHO THIS IS FOR

​▸ AI/ML researchers working on causal inference, RL, or foundation models
▸ Behavioural scientists, computational psychologists, cognitive neuroscientists
▸ ML engineers building personalisation systems and hitting the ceiling
▸ Professors and PhD candidates exploring modalities beyond language and vision
▸ Deep tech investors evaluating foundational AI infrastructure

​WHAT YOU GET

​▸ A LBM architecture overview — discussed, debated, taken apart
▸ The hardest questions answered without corporate polish
▸ For qualified participants: early access to full technical white paper under NDA
▸ Pathway to contribute to open-source and closed-source research tracks

​HOSTED BY

​Suraj Biswas — Founder & CEO, Dots-In
Saurav Gupta — Co-founder & CTO, Dots-In

​🌐 dotsin.ai

​DETAILS

​📅 Saturday, 4 April 2026
🕐 11:30 AM — 1:30 PM IST
📍 Dots-In Office, Bangalore

​30 seats. No recordings. Chatham House Rule.