AI models are the product of distributed collaboration, making provenance tracking complex. Federated auditing protocols trace model evolution while safeguarding sensitive information. Cryptography and decentralized verification techniques ensure privacy and trust. Students in a Data Scientist Course or Data Scientist Course in Nagpur can implement these protocols. This approach build... https://excelrposts-bijcw.wordpress.com/2025/10/18/tracking-ai-origins-federated-auditing-protocols-for-secure-model-provenance/