Summary
Combine heuristic-based detection with optional AI-assisted analysis for improved accuracy.
Motivation
Pure AI detection can be costly and inconsistent, while heuristics alone may lack depth. A hybrid approach balances performance and accuracy.
Proposed Solution
Use lightweight heuristics by default (repetition, entropy, structure patterns) with optional AI-assisted scoring for deeper analysis.
Alternatives Considered
AI-only or heuristic-only approaches, both of which have limitations.
Additional Context
Provides flexibility for offline use and enhanced accuracy when AI is enabled
Summary
Combine heuristic-based detection with optional AI-assisted analysis for improved accuracy.
Motivation
Pure AI detection can be costly and inconsistent, while heuristics alone may lack depth. A hybrid approach balances performance and accuracy.
Proposed Solution
Use lightweight heuristics by default (repetition, entropy, structure patterns) with optional AI-assisted scoring for deeper analysis.
Alternatives Considered
AI-only or heuristic-only approaches, both of which have limitations.
Additional Context
Provides flexibility for offline use and enhanced accuracy when AI is enabled