Module improvement_algorithms 

Production-grade algorithms for tool improvements.

Provides: Jaro-Winkler string similarity, time-decay effectiveness scoring, pattern detection over tool execution history, and ML-ready feature vectors.

Structs

MLScoreComponents

ML-ready scoring components for tool effectiveness.

TimeDecayedScore

Time-decay effectiveness score.

Enums

PatternState

Detected state in a tool-execution sequence.

Functions

detect_pattern

Detect a pattern in a history of (tool, args_hash, quality) triples.

jaro_winkler_similarity

Jaro-Winkler string similarity in [0.0, 1.0].