Saturday · October 3, 2026

 ·  Daily  ·  Newsletters

Resonance network: Quantum InsiderSpace Insider

Tangent Robotics Raises $4.5M in Pre-Seed Funding to Develop Fine Motor Skills for Robot Hands

Credit: Tangent Robotics

Insider Brief

  • Tangent Robotics raised $4.5 million in pre-seed funding led by Fly Ventures and Toyota Ventures to develop robotic manipulation systems for high-precision industrial tasks.
  • The Columbia Engineering spinout combines robot hands, light-based touch sensing and motor learning to target tasks including assembly, threading, connector mating, gasket seating, snap fitting and gear meshing.
  • Tangent is working to cut the time needed to teach robots fine motor skills from days to hours using data-collection and machine-learning methods designed for autonomous dexterity.

Tangent Robotics raised $4.5 million in pre-seed funding to develop robotic manipulation systems that combine hand hardware, touch sensing and motor learning for high-precision industrial tasks.

Fly Ventures and Toyota Ventures led the round, with participation from Logos Fund and Sparked Ventures, the company said in the funding announcement. Tangent plans to use the funding to advance its technology and deploy it in demanding manufacturing environments. The New York-based company was spun out of Columbia Engineering’s Robotic Manipulation and Mobility Lab.

Tangent is developing robot hands, light-based touch sensors and machine-learning methods designed to let robots perform delicate manipulation tasks, such as assembly, threading, connector mating, gasket seating, snap fitting and gear meshing. The focus is fine motor control, an area Tangent Pedro Piacenza said remains difficult for robots but is required for many manufacturing processes.

“They unlock the ability to perform delicate, intricate manipulation,” Piacenza pointed out. “Tasks like assembly, threading, connector mating, gasket seating, snap fitting, gear meshing — these are critical steps for most of what we want our economy to build locally, fast and at scale and they all require a level of fine motor skill that today’s robots don’t have.”

Tangent’s Approach

Tangent said its goal is to reduce the time required to teach fine motor skills from days to eventually hours and its approach combines several technologies. Its touch sensors use light to detect contact at robot fingers, while its hand systems are designed to track human fingertip movements during training. The company is also developing data-collection and learning methods aimed at reducing the amount of practice robots need before performing skilled tasks autonomously.

The company stressed it is not attempting to reproduce the human hand directly. Co-founder Matei Ciocarlie, a Columbia Engineering robotics professor, said robotic dexterity can be achieved using components and joints that do not necessarily mimic human anatomy.

“Trying to copy the human hand is a mistake akin to building flying machines with flapping wings,” noted Ciocarlie, whos is also a Columbia Engineering robotics professor. “What we can do is build robot hands that are capable of dexterity even with non-human-like components or articulation.”

The founding team includes Piacenza, Ciocarlie and Columbia Engineering professor Ioannis Kymissis. Their prior work at Columbia included the DISCO robot finger, which senses touch using light; robotic hands developed for NASA’s Assistive Free Flyer robots aboard the International Space Station, as well as a robot hand capable of in-hand manipulation without relying on vision.

Greg Bock
About the author
Greg Bock

Greg Bock is an award-winning investigative journalist with more than 25 years of experience in print, digital, and broadcast news. His reporting has spanned crime, politics, business and technology, earning multiple Keystone Awards and a Pennsylvania Association of Broadcasters honors. Through the Associated Press and Nexstar Media Group, his coverage has reached audiences across the United States.

Trending today

Business & Markets · Enterprise

World Summit AI Brings 10,000+ AI Leaders to Amsterdam Next Week

Physical AI · Humanoids

Figure AI Retires Humanoid Robot Fleet by Having Them Jump Into Vat of Molten Steel

Policy & Government

America.gov AI Chatbot Hides a Minecraft Easter Egg Inspired by the Game’s End Poem

Business & Markets

Wandercraft Acquires Ekso Bionics to Expand Medical Exoskeleton Business

a square object with a knot on it
Business & Markets

OpenAI Eyes $30B Pre-IPO Round at $1.4T Valuation

The AI economy, every weekday morning

The daily briefing on LinkedIn. Free, one tap to follow.

Exclusives

Exclusive

South Korea’s AI G3 Strategy: Decoded

Scale-ups to Watch

10 Switzerland-Based AI Scale-Ups You Need to Know in 2026

network, blockchain, digital, hand, web, community, artificial, intelligence, steering, interfaces, bokeh, future, digitization, transformation, change, blockchain, blockchain, blockchain, blockchain, blockchain, transformation
Exclusive

Why Crypto Could Be AI’s Payment Layer: BlackRock Sees Stablecoins Connecting Commerce and Compute

AI Predictions
Exclusive

Why AI Predictions Often Get The Technology Right But The Timeline Wrong

Scale-ups to Watch

10 CEE & Baltics-Based AI Scale-Ups You Need to Know in 2026

More in Physical AI

Latest from the same section
Physical AI · Humanoids

South Korea Physical AI News Round Up: Semifive, Hyundai, Doosan, Aidin, Hanwha Ocean & More

14 hours ago
Business & Markets

Wandercraft Acquires Ekso Bionics to Expand Medical Exoskeleton Business

21 hours ago
robot evolution
Physical AI

Guest Post: Robots and Evolution

Yesterday
Business & Markets · Enterprise

Honda & Redwire Explore Robotic Lab System for Commercial Space Stations

Yesterday

The AI economy, every weekday morning

The daily briefing plus the weekly Scale-ups to watch edition. Free, no spam, unsubscribe any time.