"""
arifos_core/stages/stage_444_evidence.py

Stage 444: EVIDENCE (Evidence Collection)
Function: RAG, External Search, Expert Validation.

DITEMPA BUKAN DIBERI - Forged v46.2
"""

from typing import Any, Dict


def execute_stage(context: Dict[str, Any]) -> Dict[str, Any]:
    """
    Execute State 444.
    Gathers evidence to support reasoning.
    """
    context["stage"] = "444"

    # Placeholder for RAG / Evidence retrieval
    context["evidence"] = []

    return context
