Artificial Intelligence (AI) is evolving rapidly, surpassing traditional security models. Generative AI has already revolutionized how financial institutions handle data analysis, generate insights, and engage customers. The emerging agentic AI represents a paradigm shift, enabling systems to autonomously reason, plan, and interact through APIs, facilitating workflows and collaboration across payment gateways and fraud detection platforms.
Existing frameworks, such as MITRE ATLAS/ATT&CK, OWASP LLM Top 10, and the NIST AI Risk Management Framework, provide foundational guidelines but fall short in addressing the unique systemic risks posed by multi-agent AI ecosystems, particularly in regulated sectors like banking.
To tackle this challenge, the Cloud Security Alliance (CSA) launched MAESTRO (Multi-Agent Environment, Security, Threat, Risk and Outcome) in 2025. This article explores MAESTRO’s applications and how it enhances resilience in banking services. Future discussions will delve into how MAESTRO integrates with existing frameworks, forming a comprehensive AI risk management strategy.
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