Strategic Assembly · 2026 Event
The Data Problem
From Testing Embodiments To Generalized Capabilities
Why
Robotics and Physical AI are bottlenecked by data. Real-world evaluation is slow and expensive, quality interaction data is scarce and costly, foundation models rarely make it into production systems, and marketplaces are flooding the field with uneven results. This evening exists to bring together practitioners who actually ship robots for candid, practical answers—so we can move faster from testing individual embodiments to reliable generalized capabilities.
Event Overview
A focused, high-signal evening for people building and deploying robots. We'll tackle the questions that matter most right now: whether world models can be trusted for real ship/no-ship decisions, what useful robot data actually costs, where foundation models win versus purpose-built systems, and how to assure quality as data sources scale and commoditize. Expect candid conversation and practical insight in a room of peers who ship.
Agenda
6:00 PM
12/15/26
Arrival + Welcome Reception
Cocktails and Appetizers
6:30 PM – 7:00 PM
12/15/26
Fireside Chat
Can You Trust a World Model to Grade Your Robot?
7:00 PM – 7:45 PM
12/15/26
Discussion #1
The Real Cost of Robot Data
7:00 PM – 7:45 PM
12/15/26
Discussion #2
Foundation Models vs. Purpose-Built Systems — Where's the Crossover
7:00 PM – 7:45 PM
12/15/26
Discussion #3
Assuring Quality In The Era of Marketplaces and Large-Scale Real-World Collection
7:45 PM – 9:30 PM
12/15/26
Dinner, Cocktails & Networking
The Venue
Located in the heart of Silicon Valley, the Computer History Museum is one of the world's most significant technology landmarks — a stunning 25,000 square foot facility housing the largest collection of computing artifacts on the planet. From the earliest mechanical calculators to the machines that shaped the modern internet, the museum provides an unparalleled backdrop for conversations about the future of AI and data.
Our Partner
Request Your Invitation
The Data Problem is an invitation-only event. Space is strictly limited. Contact us to request your place or learn more about delegate attendee opportunities.