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πŸ”¬ v1.1.0 β€” Three New Heuristics

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@gotnull gotnull released this 26 Feb 08:08

Three New Heuristics

Twelve scoring signals. The tool now analyzes actual diff content, not just metadata.

New Signals

  • Commit Time-of-Day (0 to +5 pts) β€” Flags off-hours commits with high velocity. Humans sleep; LLMs don't.
  • Comment Density (βˆ’3 to +5 pts) β€” LLMs over-explain (β‰₯35% comments β†’ +5); humans are lazier (<5% β†’ βˆ’3). Supports Python, C/C++, Java, JS, Go, Rust, Swift, Dart, SQL, Lua, HTML.
  • Diff Entropy (βˆ’3 to +5 pts) β€” Shannon entropy of diff content. LLM diffs are repetitive/formulaic (low entropy); human diffs are varied and chaotic.

Closes #2, #3, #4.

Upgrade

pip install --upgrade git+https://github.com/gotnull/likelihoodlum.git