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optimize-python-parallelism

Analyze and, when the task authorizes source optimization, refactor a concrete long-running Python entrypoint containing repeated independent work. Use for explicit Python speedup or parallelization requests and evidence-backed long-running entrypoints; skip ordinary Python edits, test execution alone, short scripts, and projects that merely contain Python files.

plugins/cloudguo123/atomlane/skills/optimize-python-parallelism/SKILL.md

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Nov 6, 2026
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Apache-2.0

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# AtomLane Python Advisor

Improve a program only after separating three questions: where time is spent,
whether iterations are semantically independent, and whether the proposed
executor is likely to beat its overhead. A long runtime is a reason to inspect,
not proof that parallel execution is legal or useful.

## Keep analysis and execution separate

Use `python_parallel_advisor` for bounded source analysis. It reads strict
project-local UTF-8 Python, builds a conservative same-module call/effect
summary, and may return a source-hash-bound rewrite preview. It never imports
or executes target code and never changes files.