Government/Community Local Knowledge Assistant

import pandas as pd
from datetime import datetime

def search_knowledge_base(query, kb):
    results = []
    for entry in kb:
        if query.lower() in entry['keywords']:
            results.append(entry)
    return results

def formulate_answer(query, results):
    if not results:
        return 'Maaf, saya perlu rujuk kepada pegawai berkaitan.'
    answer = 'Berdasarkan rekod kami:\n'
    for r in results:
        answer += f"- {r['title']}: {r['summary']}\n"
    return answer

# Log query and answer