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Choose Python-side parity tests and syntax checks without weakening coverage.
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Based on SOC occupation classification
Use a deterministic browser workflow only when direct fetch or extraction is insufficient for a public-web task.
Run the smallest correct verification lane and report it precisely.
Keep public-web research compliant, bounded, and efficient through rule checks, caching, and backoff instead of evasive scraping.
Optimize a parity-proven ome-zarr native C++ surface for measurable speedups by improving data layout, copies, cache behavior, and boundary design without changing behavior.
Benchmark converted code against the frozen upstream implementation before making performance claims.
Port one upstream ome-zarr-py surface to standalone native C++ without touching the frozen snapshot.
| name | python-testing |
| description | Choose Python-side parity tests and syntax checks without weakening coverage. |
| origin | adapted from ZMB-UZH/omero-docker-extended |
Use this skill when the touched surface includes Python parity tests, development-harness code, or Python-only tooling.
