strmt7/ome-zarr-C

browser-fallback

Use a deterministic browser workflow only when direct fetch or extraction is insufficient for a public-web task.

verification-loop

Run the smallest correct verification lane and report it precisely.

compliance-and-rate-limit

Keep public-web research compliant, bounded, and efficient through rule checks, caching, and backoff instead of evasive scraping.

cpp-performance-optimization

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-first

Benchmark converted code against the frozen upstream implementation before making performance claims.

cpp-parity-porting

Port one upstream ome-zarr-py surface to standalone native C++ without touching the frozen snapshot.

pybind11-runtime-parity

Legacy reference only. Current main does not use pybind11 ports; use this only to understand old debt before removing it.

python-testing

Choose Python-side parity tests and syntax checks without weakening coverage.

immutable-parity-proof

Produce content-addressed parity evidence and protect the frozen upstream snapshot while porting or verifying native surfaces.

site-extract

Extract the smallest useful amount of text or structured data from a known public page before falling back to full browser automation.

source-audit

Verify public-web findings with source quality, dates, and second-source checks before turning them into advice or claims.

web-discovery

Plan and run current public-web discovery for docs, releases, issues, and community evidence without guessing or over-browsing.

workflow-supply-chain-maintenance

Use when editing GitHub Actions, CodeQL, Dependabot, or workflow-installed tool pins and the repo needs verified current versions and scanner scope discipline.

ai-regression-testing

Add narrow regression and differential tests that catch incomplete or overconfident code changes.

context-budget

Keep context narrow and high-signal by loading only the smallest correct docs, code, tests, and skills.

search-first

Search the repo, the frozen upstream snapshot, and official upstream sources before adding code or dependencies.

tdd-workflow

Drive new ports and bug fixes with tests first or tests alongside the implementation.