At Dobot Robotics, I worked with humanoid and wheeled robots on operation, policy-related data collection and hardware assembly. My placement also covered navigation experiments, vision-guided manipulation and speech interaction.
PROJECTDobot Robotics
MY ROLETechnical Support Engineer Intern · robot applications and testing
Hands-on experience connecting physical robots, perception, control and services through task demonstrations, teleoperation, navigation experiments and hardware work.
Make concrete tasks work on humanoid and wheeled robots, where perception, control, communication and hardware all affect the result.
My contribution
Technical Support Engineer Intern · robot applications and testing. Placement reports document teleoperated manipulation data collection, a calibrated vision-guided pick-and-place demo, navigation experiments and speech-service testing.
Read this in context
Internship contributions across several workstreams. The manipulation result is limited to the calibrated demonstration; exploratory navigation is not a benchmark success.
Open a chapter to follow the work and the choices made along the way.
01 / DESIGN
Collect demonstrations with a consistent task structure
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Teleoperated manipulation tasks were divided into clear phases and short action chunks. Environmental variation was added after the task sequence was stable.
The documented workflow combines object detection and segmentation, depth and hand-eye calibration, then robot-frame targets and fixed grasp/transfer waypoints. Results apply to a fixed object in the calibrated workspace.
Distinguish navigation experiments from proven performance
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I explored planning with an incomplete map in Isaac Sim, using global guidance and local MPPI. The review’s replay reached the step limit; its value is the decision trace and failure analysis, not a successful navigation benchmark.
Guide-robot work covered speech recognition, routing between a knowledge base and a general model, speech output and robot actions. Diagnostic work also involved reproducing faults and documenting operating conditions.
Internship contributions across several workstreams. The manipulation result is limited to the calibrated demonstration; exploratory navigation is not a benchmark success.
Physical robots
Humanoid and wheeled platforms
Robot operation, policy-related demonstration collection and hardware assembly.
Calibrated demo
Vision-guided manipulation
Repeated transfer of a fixed object within a calibrated workspace. No general-purpose grasp success rate is claimed.
System practice
Navigation, speech and integration
Application development and testing across perception, control, services and hardware.
Source notes & scope 2
Placement Review SUAT / Dobot v9slides 10–15
High-level workstreams and evaluation boundaries.
James’s description of this placementAuthor clarification
Humanoid and wheeled robots, policy-related work and hardware assembly.
↗FIG. 02Humanoid robot during the Dobot placement.↗FIG. 03Robot operation during the Dobot placement.
A standalone temporal model outperformed a current-force heuristic offline. The integrated ForceVLA risk head also learned the proxy risk signal; reliable action improvement and closed-loop performance remain unverified.
Independent projectIndependent research: trajectory ranking, simulation and risk-head training
Built and tested a physical prototype, identifying fit, wiring, power and control issues. The production-oriented CAD proposes injection-moulded parts and modular assembly; it is not evidence of mass production.
My partPrototype testing, wiring, assembly, soldering and power calculations