// Use when changing TAAC PCVR experiment packages or shared PCVR runtime code under experiments/, src/taac2026/domain, src/taac2026/application, or src/taac2026/infrastructure, including model contracts, experiment discovery, packaging, training/evaluation/inference hooks, and accelerator-backed modeling behavior.
Use when: inspecting TAAC/Taiji platform pages on taiji.algo.qq.com, especially model training instances, checkpoint pages, metrics plots, TensorBoard-like scalars, browser MCP sessions, authenticated cookies, or direct platform API calls. Prefer API data over screenshots.
Use before running TAAC repository Python commands, pytest, console scripts, packaging/docs CLIs, or run.sh, and when working on local setup, uv/CUDA dependency flow, online training or inference bundles, package contents, platform Python execution, or environment/debug docs.
Use when editing or reviewing TAAC docs, zensical configuration, generated site artifacts, GitHub Pages deployment workflows, docs CI behavior, or questions about whether documentation changes deploy correctly.
Use when Dev Container attach is slow, VS Code Remote Containers leaves stale helper processes, /tmp/.X11-unix has many displays, /root/.vscode-server has old versions/logs, or extension caches need safe cleanup inside a dev container.
| name | pcvr-experiment-integration |
| description | Use when changing TAAC PCVR experiment packages or shared PCVR runtime code under experiments/, src/taac2026/domain, src/taac2026/application, or src/taac2026/infrastructure, including model contracts, experiment discovery, packaging, training/evaluation/inference hooks, and accelerator-backed modeling behavior. |
Use this skill as a reading map, not as a replacement for source or docs. Prefer the live code and tests as the contract.
For experiment package changes:
experiments/<name>/__init__.pyexperiments/<name>/model.pysrc/taac2026/api.pysrc/taac2026/application/experiments/{experiment,factory,discovery,registry,runtime}.pysrc/taac2026/domain/{config,experiment,model_contract,sidecar}.pytests/unit/experiments/test_packages.pytests/unit/experiments/test_runtime_contract_matrix.pyFor shared runtime or model-input changes:
src/taac2026/infrastructure/modeling/src/taac2026/infrastructure/runtime/src/taac2026/application/{training,evaluation}/tests/unit/domain/test_model_contract.pytests/unit/application/ and tests/unit/infrastructure/For accelerator-backed model behavior:
src/taac2026/infrastructure/accelerators/src/taac2026/infrastructure/modeling/tests/unit/infrastructure/accelerators/For bundle behavior, also use $taac-competition-environment.
src/taac2026.docs/archive/files/... as historical reference and verify against active source/tests.docs/archive/files/schema/. They are useful for explicit local --schema-path smoke runs when repository sample data is absent, but they remain reference fixtures rather than the live model/input contract.src/taac2026 tree without repo-only helpers.Run the smallest tests that cover the touched contract first:
uv run pytest tests/unit/experiments/test_packages.py -q
uv run pytest tests/unit/experiments/test_runtime_contract_matrix.py -q
uv run pytest tests/unit/domain/test_model_contract.py -q
uv run pytest tests/unit/application/experiments -q
For shared runtime, packaging, or accelerator changes, add the focused tests/unit/application/... or tests/unit/infrastructure/... files that import the touched modules. Before finishing broad changes, prefer:
uv run pytest tests/unit -q
uv run --with ruff ruff check .