[autoresearch] baseline: system prompt quality tests (5/5 passing)
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# Python Performance Profiling
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> **Stub:** This module will be populated when Python profiling is needed in a project.
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> Follow the pattern established in [go.md](go.md).
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## Expected Content
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- Toolchain: `py-spy`, `cProfile`, `memory_profiler`, `line_profiler`, `scalene`
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- Patterns: `__slots__`, generator expressions, `collections.deque`, `numpy` vectorization
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- Benchmarking: `timeit`, `pytest-benchmark`
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- Irreducible floors: GIL contention, interpreter overhead, C extension boundaries
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- Script: `scripts/python-pyspy.sh`
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