Victor Ratti

GenAI Consultant – Investment Banking (CA-CIB) Delivered an enterprise-grade GenAI framework for capital markets, from use case framing to production readiness (LLMOps/MLOps). • Defined and prioritized high-impact GenAI use cases for trading environments • Implemented LLMOps architecture on AWS (Bedrock, SageMaker) • Designed AI governance aligned with AI Act, security, and compliance constraints • Enabled scalable deployment of GenAI systems in a regulated banking environment Key use case – Bond trading / Sales enablement (RAG-based system): Designed a GenAI pipeline to bridge traders and sales teams by transforming raw trading signals into client-ready recommendations. • Captured and processed trader signals (unstructured, acronym-heavy language) • Translated and normalized trading inputs into structured, business-readable insights • Enriched outputs using RAG with internal financial research (quantitative models & market/economic analysis) • Integrated compliance layer (KYC / client eligibility checks) before distribution • Delivered ready-to-send, contextualized product pitches for sales teams Result: faster time-to-client, improved clarity of product recommendations, and reduced friction between trading and sales

As part of a research project in collaboration with CGI, my team and I worked on securing autonomous computers and multi-agent systems based on AI. The goal was to identify and mitigate the risks associated with the coordination of autonomous AI agents in complex environments. Our work focused on: – Vulnerabilities in interactions between AI agents and the risks of compromise in a distributed ecosystem. – Defense and resilience strategies to ensure the integrity and security of decisions made by these systems. – Integration of cybersecurity principles into the development of multi-agent systems.

Managed Services : – Setup Azure for SMEs, and configured enterprise workstations. Cybersecurity : – Implemented a comprehensive stack to secure SMEs, including: – Datto RMM : – Automation, scripting, patch management, and monitoring. – Deployment of antivirus and EDR solutions. – Implementation of SOC/MDR, DNS filters, and phishing campaigns. – Workstation federation, Azure AD/Entra ID. – Installation and management of firewalls. – Client and Ticket Management : – Tracked, outlined, and onboarded clients, and conducted penetration tests to ensure infrastructure security.

Cybersecurity Consultant Intern at KPMG