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#1 for true-positive rate, NIST Child Online Safety, ages 13-16See the evidence

#1 NIST true-positive rate, ages 13-16

ZoraThe Autonomous Mind.

Area
Autonomy
Status
Research

Shown in

Simulation

Missions flown autonomously, from take-off through obstacles to landing.

Software that sees a mission through.

Zora is Bynn's mission executive and autonomy engine: it connects a mission objective with perception, decisions, planning and execution, starting with aerial missions.

Takes in
A mission objective, camera frames and telemetry
Returns
A mission carried through, with recovery when confidence drops

ResearchA research platform, shown in simulation.

Talk to the Zora team

Mission Control

  • Plan
  • Observe
  • Control

Simulation

Mission workflow, autonomous flight

Running in the simulator

Obstacle course, level 1, autonomous

Approaching the gate opening: 0 degrees left, 6 degrees up.

Elapsed / budget
9.8 s / 270 s
Review age
1.0 s
Reviews
14 used, 1 in flight
Setpoints
Streaming, 187 sent
  1. 01Take offClimb to search height7.4 s
  2. 02SearchFind the gate opening0.1 s
  3. 03ApproachLine up with the gate2.4 s
  4. 04TraverseThrough the gatelimit 20 s
  5. 05LandOn the landing padlimit 90 s

Decision inspector

DecisionNode

Sees the gate opening

Path ahead clear, passage approaching. Review 13, answered in 673 ms.

Target presence

1.00

sure 0.80

Course, top viewPlannedFlown
Reviews
14
Newest
579 ms
p50
673 ms
p95
735 ms

How it works

From a mission objective to a mission carried through.

Mission Control defines the mission. DecisionNode supplies tactical decisions. Zora coordinates the mission and its execution, and does not hand control back when something goes wrong.

01In

A mission and what the vehicle sees

Mission Control

Obstacle course, level 1, autonomous

  1. 01
    Take off
  2. 02
    Search
  3. 03
    Approach
  4. 04
    Traverse
  5. 05
    Land
  • Camera frames
  • Telemetry
  • A mission composed in Mission Control
  • Camera frames from the vehicle
  • The vehicle's telemetry

02Zora

Zora
  1. Ask DecisionNode

    Where is the target, is the path clear, how risky is the next move.

  2. Plan and check

    The autonomy engine plans the motion and checks every move.

  3. Recover

    Low confidence or a lost target triggers recovery: hold and observe again, back off, climb, search wider, approach from another side, plan again.

03Out

A mission flown through

Take-off
Done
Obstacle traversal
Done
Landing
Done

Result

Mission complete, in simulation

Shown in simulation. Physical vehicles and onboard computers are not yet implemented.

How Zora is built

  • Mission Control

    Where an operator composes a mission as a workflow and observes it as it runs.

  • Mission executive

    Coordinates the phases of a mission, from take-off to landing, and decides how to recover when a phase fails.

  • Autonomy engine

    Turns the mission and what the vehicle sees into action: it tracks the target, plans the motion, checks every move and manages execution.

  • Zora Air

    Autonomous aerial missions, demonstrated in simulation with take-off, obstacle traversal and landing.

  • Zora Ground

    Coming soon

    The same engine for ground vehicles.

  • Zora Robotics

    Coming soon

    The same engine for robotic systems.

Shown in simulation

Simulation

Simulation

Zora Air flies autonomous missions in simulation.

Missions are composed in Mission Control and, once started, flown by the autonomy engine without handing control back: take-off, observation, obstacle traversal and landing. DecisionNode answers the tactical questions about each camera frame; Zora plans the motion, checks every move and recovers from setbacks.

  • Simulation only. Physical vehicles and onboard computers are not yet implemented.
  • Zora is an experimental research platform, not a product on sale.

Zora project documentation, Bynn Intelligence. Status as of October 2026.

How Zora connects

  • DecisionNode decides, Zora executes

    Tactical questions about each camera frame go to DecisionNode: where is the target, is the path clear, how risky is the next move. Its answers steer the mission. They never command the motors directly; Zora's local engine does that.

  • Part of Bynn's research

    Zora carries Bynn's mission, advancing autonomous intelligence for the benefit of humanity, into the physical world. Its progress is reported on the research page.

Follow Zora's progress.

Zora is an experimental research platform, not a product on sale. If autonomy for search and rescue, firefighting or inspection is on your roadmap, we would like to hear about it.