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Port one upstream ome-zarr-py surface to standalone native C++ without touching the frozen snapshot.
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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.
Legacy reference only. Current main does not use pybind11 ports; use this only to understand old debt before removing it.
| name | cpp-parity-porting |
| description | Port one upstream ome-zarr-py surface to standalone native C++ without touching the frozen snapshot. |
| origin | repo-local |
Use this skill when converting an upstream Python module or helper.
source_code_v.0.15.0/.cpp/native/. Use cpp/tools/ for standalone executable
entrypoints and cpp/api/ only for a thin C ABI over already-native
semantics.immutable-parity-proof before making any parity or native-coverage
claim.cpp/api/ as raw buffers and JSON, not as
pybind or CPython object dispatch.benchmark-first and
cpp-performance-optimization before making performance changes.cpp/native/.