"""Executable synthetic demo. No model download, private data or training.""" from phillnet_recall import RecallMemory,prepare_recall_prompt import json def main(): now=[100.] with RecallMemory(clock=lambda:now[0]) as m: m.remember('Project Willow uses Beacon.',source='operator:service-map', entity='Project Willow',predicate='uses_service',value='Beacon') old=m.remember('Beacon is deployed in us-west-2.',source='operator:deployment', entity='Beacon',predicate='deployment_region',value='us-west-2') question='Which region hosts the service used by Project Willow?' first=m.recall(question) now[0]=200. m.remember('Beacon is now deployed in eu-west-1.',source='operator:deployment', entity='Beacon',predicate='deployment_region',value='eu-west-1', valid_from=150.,replaces=old) current=m.recall(question);historical=m.recall(question,as_of=125.) packet=prepare_recall_prompt(m,question,max_input_units=8192) out={'before':first['answer_values'],'after':current['answer_values'], 'historical':historical['answer_values'], 'old_certificate_valid_now':m.verify_evidence(first['certificate'])['valid'], 'complete_context':packet['memory']['dependency_complete'], 'supporting_records':len(packet['memory']['ids'])} print(json.dumps(out,indent=2)) return out if __name__=='__main__':main()