2026/03 - London Retreat Demos: MuJoCo Integration, Config Improvements & Theoretical Progress

A few weeks ago, we all met up in person and had a fun, productive, and intense week! Working in three teams, we made significant progress across three fronts: integrating the MuJoCo simulator, simplifying our configurations, and advancing our theory!
All three teams made significant progress during that week and presented their advancements in this meeting. In the end, there is also a fun prize!

0:00 Introduction
1:07 Team 1: Jumanji (Habitat → MuJoCo)
1:34 Demoing Monty Running in MuJoCo
4:39 MuJoCo Integration: Week’s Progress
11:54 Team 2: Something Something Config (Improving Monty’s Configs)
12:57 Configs: Before
13:58 Configs: After
14:59 Config Walkthrough with Tristan
18:52 Config Improvements: Week’s Progress
24:18 Mystery Demonstration by Ramy
25:12 An Interactive TUI to Build and Explore Configs
43:30 Team 3: Three Brains, Two Whiteboards, and a Christmas Tree (Brainstorming)
44:25 What We Set Out To Do & Progress Summary
46:29 A Sample of our New Ideas
48:43 An Alternative to Voting on Locations
53:45 Communicating Displacements Instead of Locations
57:18 Robustness to Deformations by Using Lower-Dimensional Models (T-Shirt/Cable Problem)
1:05:31 Affordances are Causal Links to Behavior Models in Motor Cortex
1:11:49 Distinction Between Goal State and Target Pose
1:13:12 Cortex ↔ Hippocampus

For those who are curious, you can find the MuJoCo integration prototype here: wip: MuJoCo Simulator Prototype by jeremyshoemaker · Pull Request #853 · thousandbrainsproject/tbp.monty · GitHub

The Hydra config simplification is already merged into tbp.monty and was summarized by @tslominski in this thread: We changed how configurations work (again)

In the next weeks, we will release research meeting recordings that go into the new theoretical ideas in more depth :brain:

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Hi

On the subject of displacement vs location (if I am understandng what you are saying), yes, I think this is correct. We can feel all of the postions of our fingers as muscle tension and this sensory information generates a spacial representation of what we are holding. I don’t think the brain has or needs any form of absolute spacial positioning, our spacial representation for body movements and object manipulation is actually derived from muslce tension. We know where our limbs are by how they feel, and we know the shape of an object we are holding by how the positions of our fingers feel, plus of couse the most crucial, and often overlooked, sense of touch.

Alex

PS also fully agree with any work on making Monty more user friendly, I got as far as trying to run the examples and then it all went rather awry :slight_smile:

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