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perf: optimize developer collaboration detection - #171

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jules-perf-optimize-collaboration-analyzer-15207098228380272330
Oct 31, 2026
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jules-perf-optimize-collaboration-analyzer-15207098228380272330

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perf: optimize developer collaboration detection

Replaced O(M^2 x F) pairwise adjacency generation and set intersection with an O(N) inverted-index tuple counting approach using itertools.combinations. Bounded complexity caps are correctly maintained. Performance tests show a marked reduction in overhead time for highly collaborative hubs.


PR created automatically by Jules for task 15207098228380272330 started by @shenald-dev

Replaced O(M^2 x F) pairwise adjacency generation and set intersection with an O(N) inverted-index tuple counting approach using `itertools.combinations`. Bounded complexity caps are correctly maintained. Performance tests show a marked reduction in overhead time for highly collaborative hubs.

Co-authored-by: shenald-dev <245350826+shenald-dev@users.noreply.github.com>
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shenald-dev merged commit f9b6207 into master Oct 31, 2026
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shenald-dev deleted the jules-perf-optimize-collaboration-analyzer-15207098228380272330 branch October 31, 2026 18:40
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