Use a deterministic browser workflow only when direct fetch or extraction is insufficient for a public-web task.
原文语言:英语
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Use a deterministic browser workflow only when direct fetch or extraction is insufficient for a public-web task.
原文语言:英语
Run the smallest correct verification lane and report it precisely.
原文语言:英语
Keep public-web research compliant, bounded, and efficient through rule checks, caching, and backoff instead of evasive scraping.
原文语言:英语
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.
原文语言:英语
Benchmark converted code against the frozen upstream implementation before making performance claims.
原文语言:英语
Port one upstream ome-zarr-py surface to standalone native C++ without touching the frozen snapshot.
原文语言:英语
Legacy reference only. Current main does not use pybind11 ports; use this only to understand old debt before removing it.
原文语言:英语
Choose Python-side parity tests and syntax checks without weakening coverage.
原文语言:英语
Produce content-addressed parity evidence and protect the frozen upstream snapshot while porting or verifying native surfaces.
原文语言:英语
Extract the smallest useful amount of text or structured data from a known public page before falling back to full browser automation.
原文语言:英语
Verify public-web findings with source quality, dates, and second-source checks before turning them into advice or claims.
原文语言:英语
Plan and run current public-web discovery for docs, releases, issues, and community evidence without guessing or over-browsing.
原文语言:英语
Use when editing GitHub Actions, CodeQL, Dependabot, or workflow-installed tool pins and the repo needs verified current versions and scanner scope discipline.
原文语言:英语
Add narrow regression and differential tests that catch incomplete or overconfident code changes.
原文语言:英语
Keep context narrow and high-signal by loading only the smallest correct docs, code, tests, and skills.
原文语言:英语
Search the repo, the frozen upstream snapshot, and official upstream sources before adding code or dependencies.
原文语言:英语
Drive new ports and bug fixes with tests first or tests alongside the implementation.
原文语言:英语