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Platform concepts

Four pillars, exact resources, and one closed robotics loop

sx organizes the robotics lifecycle by the owner of each fact:

Experience ──▶ Worlds ──▶ Autonomy ──▶ Fleet
    ▲                                      │
    └──── episodes, outcomes, corrections ─┘

Four pillars

PillarOwnsTypical SDK entry
Experiencetasks, embodiments, episodes, corpora, lineage, accessclient.experience and client.embodiment
Worldssessions, generations, held-out evaluationsclient.worlds
Autonomytraining, applications, approvals, improvement programsclient.autonomy, client.train, client.deploy
Fleetdeployment, station authority, supervision, physical researchclient.fleet

Use the pillar names in code, agent prompts, and product language. Runtime services and internal topology are not part of the customer contract.

Objects worth remembering

  • Project — the authorization and product boundary for one robotics application.
  • Task contract — the exact definition of the work.
  • Embodiment — the complete body, sensors, actuation, and action-interface facts.
  • Episode — canonical robot or simulated evidence with task and lineage.
  • Corpus snapshot — immutable membership used by training or evaluation.
  • Robot application — the complete digest-pinned deployable graph, not just a model.
  • Evaluation, qualification, and approval — evidence that the exact application may advance.
  • Deployment — one application and capability set active on a target group.
  • Operation reference — durable ownership of long-running work across disconnects.

The golden path

Define and gather Experience

Resolve one exact task, capture or generate canonical episodes, then freeze the training selection as an immutable snapshot.

Iterate in Worlds

Develop in sessions and generations. Evaluate the exact candidate on held-out work when it is ready for a gate.

Build in Autonomy

Train from admitted inputs and assemble the complete application graph.

Promote through Fleet

Qualify the target, bind capability approvals, deploy to canary, and supervise execution.

Close the loop

Return executed outcomes and corrections to Experience with task, application, approval, and deployment lineage.

One contract, three projections

SurfaceRole
Python SDKthe primary integration and automation contract
MCP + Skillsthe agent projection of the same verbs and operation model
Consolethe human projection for visual inspection and decisions

No surface owns a private shortcut. If an action needs a different object, weaker identity, or hidden fallback on one surface, it is not the same platform operation.

The handoff law

Every gate passes an exact identity plus owned evidence. A receiver does not rebuild another pillar's facts, infer success from submission, or continue with substitute behavior when authority is missing.