Sunday Robotics

Sunday Robotics - Memo Robot and the Zero Robot Data Approach

Overview

Sunday is a startup co-founded by Tony Zhao (author of the ACT paper, Stanford PhD dropout) and Cheng Chi (author of Diffusion Policy, Columbia/Stanford PhD student). They are gaining attention for their innovative approach of training without robot data, using only human motion data.

ItemDetails
HeadquartersMountain View, CA
Founded2024
Co-FoundersTony Zhao (CEO), Cheng Chi (CTO)
Funding$35M (Benchmark, Conviction)
RobotMemo

Founding Team

Tony Zhao (CEO)

  • Stanford PhD program (advised by Chelsea Finn, left in 2024)
  • UC Berkeley EECS B.S. (2021)
  • Lead author of ACT (Action Chunking with Transformers) paper
  • Developer of ALOHA / Mobile ALOHA robot systems
  • Previous: DeepMind, Tesla, GoogleX

Cheng Chi (CTO)

  • Started PhD at Columbia, moved to Stanford (advised by Shuran Song)
  • Lead author of Diffusion Policy paper
  • Developer of UMI (Universal Manipulation Interface)
  • Expert in robotics AI learning

Memo

Hardware Specs

ItemSpecs
TypeTorso-style, wheeled base
Height1.7m
Weight77kg
Arms2× multi-DoF
GripperDual
Height AdjustmentFloor to 2.1m

Capable Tasks

  • Dish organization and dishwasher loading
  • Handling wine glasses (delicate objects)
  • Espresso brewing
  • Laundry folding

Zero Robot Data Approach

Skill Capture Gloves

Using $200 gloves instead of robot teleoperation:

ItemTeleop RigSunday Gloves
Cost~$20,000~$200
LocationLabReal homes
CollectorsExperts”Memory Developers”
DataRobot motionsHuman motions

Data Pipeline

[Human wearing gloves] → [Performing chores at home] → [Motion data collection]

                                                  ┌───────────▼───────────┐
                                                  │   Skill Transform     │
                                                  │ (Human→Robot motion)  │
                                                  └───────────┬───────────┘

                                                  ┌───────────▼───────────┐
                                                  │       ACT-1 Model     │
                                                  └───────────────────────┘

Data Scale

ItemValue
Gloves Distributed2,000+
Data Collection Homes500+
Household Task Episodes10M+

ACT-1 Model

Features

ItemDetails
Core InnovationZero Robot Data
Training DataHuman motions only
Combined FeaturesManipulation + Navigation
GeneralizationZero-shot to new environments

Skill Transform

Software for converting human motion → robot motion:

  • Claims 90% success rate
  • Human dexterity → Robot gripper mapping
  • Includes force/contact data

Deployment Plans

TimelinePlan
2025.11Memo launch, beta applications begin
Late 2026”Founding Family” beta (~50 households)
Current Production Cost~$20,000 (handmade)
Target Retail Price<$10,000 (at scale)

Significance

If Sunday’s approach succeeds:

ProblemSolution
Data BottleneckLarge-scale collection via affordable gloves
Environment DiversityCollection in real homes
CostHome robots under $10,000
GeneralizationZero-shot adaptation to new environments

References


See Also