← Robotic Datasets

Fiund / Resource guide

Specify a robot demonstration dataset

Define embodiment, observations, actions, timing, and episode outcomes before sourcing.

A real two-person podcast interview on the blue-chair studio set
Frame from a real studio recording · Podcast Studio AZSource & media notes ↗

Name the embodiment and controller

A task label such as “pick and place” does not describe the robot or its action space. Include the platform, end effector, control mode, and any limitations on acceptable configurations. If your project can tolerate several embodiments, explain how they will be represented and compared.

Define every signal

List the camera streams, state variables, and action fields you need. Specify units and coordinate frames and distinguish observed states from issued commands. Ask for an example episode schema that makes those meanings explicit before discussing a larger collection.

Align observations with actions

Describe timestamp conventions, sensor rates, and acceptable gaps. Establish how frames, commands, and outcomes are linked. A collection with all the requested file types can still be unsuitable if the temporal relationship between them is not documented.

Make acceptance task-specific

Define episode boundaries, reset procedures, task instructions, and success criteria. Decide how failures and interrupted attempts are labeled. Request a representative pilot and review it against the actual training pipeline before treating collection feasibility as settled.

Review checklist

  • Task and target embodiment
  • Required observation and action signals
  • Episode counts and success criteria
  • Sensor timing and annotation requirements
  • Source permissions and intended use

Your project, in focus

Send the task, embodiment, and signals your project requires.

Speak directly with Jaeden Schafer at Fiund about the source material, specifications, and review your project needs.

Source fit, permissions, samples, pricing, and delivery are reviewed for the individual project.

Start with these details

  1. Task and target embodiment
  2. Required observation and action signals
  3. Episode counts and success criteria
  4. Sensor timing and annotation requirements
  5. Source permissions and intended use
Build your project brief ↗

Original studio and recording photography. See the media notes for source context.