Function _derive_methodology_preferences

agents/coldstart-agent/main.py:1566–1591

Infer methodology preferences while keeping no-evidence cases neutral.

(text_lower: str)

def _derive_methodology_preferences(text_lower: str) -> Dict[str, Any]:
    """Infer methodology preferences while keeping no-evidence cases neutral."""
    data_driven_count = sum(1 for keyword in METHODOLOGY_KEYWORDS["data_driven"] if keyword in text_lower)
    theory_count = sum(1 for keyword in METHODOLOGY_KEYWORDS["theory"] if keyword in text_lower)
    systematic_count = sum(1 for keyword in METHODOLOGY_KEYWORDS["systematic"] if keyword in text_lower)
    incremental_count = sum(1 for keyword in METHODOLOGY_KEYWORDS["incremental"] if keyword in text_lower)
    open_source_count = sum(1 for keyword in METHODOLOGY_KEYWORDS["open_source"] if keyword in text_lower)
    bio_count = sum(1 for keyword in ("bio", "science", "scientific", "molecular", "protein") if keyword in text_lower)

    preferences: Dict[str, Any] = {}
    if data_driven_count > theory_count and data_driven_count > 0:
        preferences["preference_data_driven_over_theory"] = True
    elif theory_count > data_driven_count and theory_count > 0:
        preferences["preference_data_driven_over_theory"] = False

    if systematic_count > incremental_count and systematic_count > 0:
        preferences["preference_systematic_work_over_incremental"] = True
    elif incremental_count > systematic_count and incremental_count > 0:
        preferences["preference_systematic_work_over_incremental"] = False

    if open_source_count > 0:
        preferences["preference_open_source_code"] = True
    if bio_count > 0:
        preferences["preference_bio_science_application"] = True

    return preferences


def _build_taste_profile_from_methodology(methodology_preferences: Dict[str, Any]) -> Dict[str, List[str]]: