FFactorAI teleoperator
AI as teleoperator

Put AI on the robot's shift.

Factor combines an Operator that acts with a Supervisor that handles goals, impasses, and handoffs. You manage one Teleoperator. Factor coordinates the models behind it.

Operator · VLASupervisor · VLMOnboard safety
teleoperator / packing-01shift ready
01
Supervisor owns the goal

Plans the work and watches for exceptions.

pack order
02
Operator produces actions

Streams bounded chunks for the current skill.

grasp → place
03
Robot executes locally

Validates motion and retains safety authority.

25 Hz
04
Factor handles the handoff

Recover, switch skill, or ask a person.

complete
The job

Teleoperation without one person per robot.

People can operate robots through hard moments, but labor scales with every machine. Factor turns that operating job into software.

01

Connect the robot

Live cameras, state, approved skills, and a local safety adapter.

02

Assign the shift

The Teleoperator receives goals, runs skills, and handles ordinary exceptions.

03

Escalate the unknown

A person joins only when policy, confidence, or safety requires it.

One Teleoperator

Two models. One job.

Customers should not wire two unrelated endpoints. Factor owns the handoff between continuous action and slower judgment.

Operator · VLA

Acts continuously.

Turns the current observation and instruction into bounded action chunks.

  • CadenceFast and buffered.
  • ScopeThe active physical skill.
  • BoundaryLocal execution may reject every output.
Supervisor · VLM

Runs the shift.

Chooses goals, clears impasses, checks progress, and decides when to escalate.

  • CadenceEvent-driven.
  • ScopeTask and exception judgment.
  • BoundaryCalls only approved skills.
The flywheel

Every shift improves the next one.

Factor records model decisions, action episodes, local rejections, human handoffs, and outcomes as one session.

ObserveLive robot state

Video, proprioception, task, and network.

OperateModel handoffs

Supervisor and Operator stay coordinated.

EscalateHuman when needed

No hidden claim of full autonomy.

ImproveSession to revision

Turn hard moments into training signal.

Create the operating layer

One Teleoperator for every robot shift.