Architecture Context

SkillAI & models

Use for Claude Code architectural review of the Nebius Physical AI platform, workbench layer, orchestrator choices, and partner model.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Architecture Context skill

What this skill tells your AI

The instructions your AI receives, as published by nebius/nebius-physical-ai in skills/atomic/architecture/SKILL.md and read by ahel’s review.

Detailed rationale and the preserved May 2026 architecture snapshot live in docs/architecture/contributor-context.md.

The platform progression is:

  1. Tools: Workbench.
  2. Composition: Platform.
  3. Intelligence: agentic layer.

The current phase is Workbench, the Tools layer: marketplace model, pay per use, npa CLI/SDK/agents.

The May 2026 snapshot covers LeRobot, FiftyOne, Genesis, Isaac Lab, Cosmos, LanceDB, GR00T, and SONIC. It is historical context, not the current tool count or proof that a newly built image works. Resolve current capabilities from the workflow catalog and skills/index.yaml; resolve image validation and publication from npa/src/npa/deploy/images.py and docs/workbench/container-image-catalog.md. New source and replacement digests need their own real capability and artifact evidence.

SkyPilot is the sole orchestrator. Argo is deprecated.

Partner model: partners listed in the ecosystem must run workloads on Nebius infrastructure when accessed through the platform.

LeRobot connects data generation to robot policy training and is the default training framework for robot policy workflows.

The sim-to-real gap is the most important and least-tooled layer. Existing approaches are either deeply custom or unproductized.

OSS and container packaging

  • OSS onboarding ladder (BYOF → workflow → first-class tool): docs/architecture/oss-onboarding-ladder.md
  • Container packaging tiers and security baseline: docs/workbench/container-packaging.md
  • Machine-readable packaging contract: npa/docker/workbench/packaging-contract.yaml
  • Generic BYOF operator skill: skills/workflows/byof-onboard/SKILL.md (npa workbench byof, npa.sdk.workbench.byof, workbench.byof.repo)

Signals

GitHub stars
28
Forks
15
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
architecture-nebius
Source
github.com/nebius/nebius-physical-ai