Robotics 101: Resources and pointers
Published on May 2, 2025
What this post is about:
- Why is robotics so interesting? Is there anything like a 'why now' for robotics?
- What are the leading AI models in robotics? How do they compare, and which one is the best? (ACT, Gr00t, Pi0)
- What are the key challenges in building a robot? (Actuators, inverse kinematics, flow control)
- What are your options for hardware? Do you need to build it yourself or can you just buy it? If so, what are the big brands?
- What are the big robotics companies? What do the top 100 robotics start-ups (by funding in the last 5 years) do? Which ones do I find most interesting and why?
What is the 'Why now' for robotics?
- Low cost for actuators and sensors? Aloha paper says low-cost is 20.000€, SO-100 is 200€
Hardware
- Places to buy a robotic arm:
Company | Robot name | Price | Comment |
---|---|---|---|
Robco | Subscription-based | ||
Agilex | |||
Universal Robots | |||
Franka | |||
FANUC | |||
Standard Bots | |||
Kawasaki Robotics | |||
... | |||
... | |||
... |
Landmark papers:
- RT-1 (Dec. 2022), which was followed up with RT-2 (Jul. 2023)
- Aloha (Apr. 2023). This paper introduced the ACT method. Also, there's the Mobile Aloha paper for a similar robot on wheels.
- OpenVLA (Jun. 2024) - an open-source
- Octo - An open-source 93m param model
- Pi0 (Oct. 2024)
- Gr00t (Mar. 2025)
- Pi0.5 (Apr. 2025),
Interesting people to follow
- Remi Cadene - AI for Robotics at Hugging Face, leading the development of LeRobot. Also organises robotics hackathons from time to time.
- Igor Kulakov - Built a 300$ arm stronger than Hugging Face's SO-100. Here's a short demo. He also did a cool post comparing Pi0, Gr00t and ACT.
- Alexander Koch (Tau Robotics): Z Fellow working on building general AI for robots. Has a lot of cool demos on his X account.
- Pierre-Louis Soulié
The 'big' robotics start-ups
Company | Based in | Founded | Total funding | What they do | Comment |
---|---|---|---|---|---|
Physical Intelligence | 🇺🇸 SF | 2024 | $470m | They are working on general-purpose cross-embodiment foundation models. Founded by Chelsea Finn and Sergey Levine, two robotics OGs. | |
1X | 🇳🇴 Moss (but most roles on website are Palo Alto based) | 2014 | $136m | AI and robotics company developing safe, advanced humanoid androids (like EVE and NEO) to augment the workforce and address labor shortages. | |
Figure | 🇺🇸 SF | 2022 | $854m | US-based robotics startup focused on developing general-purpose humanoid robots for commercial applications. | |
DeepRobotics | 🇨🇳 Hangzhou | 2021 | Unknown | Specializes in R&D of quadruped robots, such as the "Jueying" series, for industrial and commercial uses. | |
Unitree | 🇨🇳 Hangzhou | 2016 | $192m | Only company already selling humanoids; also known for affordable quadruped robots for consumers and researchers. | |
Skild.ai | 🇺🇸 Pittsburgh | 2023 | $300m | US robotics company working on AI-driven robotics solutions (specifics not detailed in the provided context). | |
Boston Dynamics | 🇺🇸 Waltham, MA | 1991 | $37m | Legendary robotics company known for advanced quadruped and humanoid robots like Spot and Atlas. | Acquired by Google in 2013, then SoftBank in 2017, then Hyundai for $1.1B in 2021. |
Feedback? Anything I'm missing? Send me an email to dominique.c.a.paul@gmail.com