DART 7 Architecture
SkillDev toolsDART Architecture: the DART 7 multi-physics, multi-solver, multi-backend simulation pipeline, the living architecture map that draws it, and where each abstraction is owned
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the DART 7 Architecture skill
What this skill tells your AI
The instructions your AI receives, as published by dartsim/dart in .agents/skills/dart-architecture/SKILL.md and read by ahel’s review.
Load this skill when working on the DART 7 simulation World, on
solvers/physics domains/compute backends, or whenever a task needs the
big-picture map of how DART 7 is generalized for multi-physics, multi-solver,
and multi-backend simulation.
The design in one sentence
The World owns topology, time, and a configured set of solvers; each
solver advances the dynamics of the entities in its physics domain, and
couplers mediate interactions between domains — with parallelizable work
expressed as compute-graph nodes that any backend executor runs.
Users configure method families and policies, never solver registries,
component storage, or execution backends.
Why three axes of choice
- Research, apples-to-apples. A new paper's algorithm should be reproducible and benchmarkable inside DART against baselines on shared foundations, not in a fork. New methods enter through DART-owned solver families.
- End-user choice. Users pick the solver method and (internally) backend that fit their accuracy/speed/platform needs.
- Auto-configuration. Defaults are selected from scene content so the easy path stays trivial; the backend seam is designed for later platform/scene-scale awareness without changing the public API.
Design vs current state (read both)
docs/readthedocs/architecture.md is the single-page map of the design and
the options at each seam, with honest status markers.
docs/design/dart7_architecture_assessment.md is the verified record of
where the implementation still diverges from that design (no internal solver
contract yet, conceptual-only Model/State split, executor seam unused by
dynamics stages, missing apples-to-apples substrate) and owns the standing
rule: new solver families enter only through
docs/plans/solver-family-intake.md, including contract conformance and
machine-recorded solver identity in all benchmark evidence. PLAN-091 retired
the first living hardening packet plan; current follow-up work routes through
docs/plans/dashboard.md, the intake checklist, and the durable owner docs
named in the assessment. Do not write new code that copies a pattern the
assessment still lists as a verified finding.
Key owner documents
The architecture page's Source-of-truth map is the single owner of the full topic → owner-doc mapping (solver, API, extension, compute, differentiable, clean-break, north-star). The docs an agent most often needs inline:
| Topic | Document |
|---|---|
| Solver abstraction, domain assignment, coupling, schedule | docs/design/simulation_solver_architecture.md |
| Verified findings, standing rule, competitor lessons | docs/design/dart7_architecture_assessment.md |
| Public C++ / dartpy API shape and promotion rules | docs/design/simulation_cpp_api.md, docs/design/simulation_python_api.md |
| CPU / SIMD / GPU decision framework | docs/design/scalable_compute_decisions.md |
| DART 7 vs DART 6 topology · live progress / parity gates | docs/design/dart7_clean_break_strategy.md, docs/plans/dashboard.md |
Public-facade rules (do not violate)
- Do not expose
Solver,Coupler,PhysicsDomain, ECS storage, component types, executor/backend types, or solver registries as public API. - Select behavior by documented method-family names and policy value objects.
- Backend names (CUDA, Taskflow, SIMD ISA) may appear in build flags, diagnostics, and benchmarks — never in public types, namespaces, or required configuration.
- Keep the easy path (
World+addRigidBody/addMultibody+step) free of solver vocabulary. - Fallbacks must never silently substitute algorithms: validate capabilities at finalize or record the substitution in diagnostics.
Verification
Use docs/ai/verification.md to select the docs-only or code gate set for the
change. Implementation work that realizes parts of this architecture also
follows the gates in docs/design/simulation_solver_architecture.md, the
solver-family intake checklist, and any active owner plan named in
docs/plans/dashboard.md.
Signals
- GitHub stars
- 1k
- Forks
- 304
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
dart-architecture- Source
- github.com/dartsim/dart