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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 (β3 to +5 pts) β LLMs over-explain (β₯35% comments β +5); humans are lazier (<5% β β3). Supports Python, C/C++, Java, JS, Go, Rust, Swift, Dart, SQL, Lua, HTML.
- Diff Entropy (β3 to +5 pts) β Shannon entropy of diff content. LLM diffs are repetitive/formulaic (low entropy); human diffs are varied and chaotic.
Upgrade
pip install --upgrade git+https://github.com/gotnull/likelihoodlum.git