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13 - 15 April, 2026 Toronto, Canada
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Note: The schedule is subject to change.

The Sched app lets you build your schedule, but it is not a substitute for event registration. You must be registered for Open Source in Finance Forum Toronto 2026 to participate in the sessions. If you have not registered but would like to join us, please visit the event registration page to purchase a ticket.
Tuesday April 14, 2026 3:25pm - 3:40pm EDT


As financial AI shifts from passive models to autonomous agents, the industry faces a trust gap. Traditional "black box" validation is insufficient for systems executing complex workflows. This keynote explores the transition from MLOps to AgentOps, defining a standard for auditable Agentic AI where the decision process is as critical as the result.

We will dissect the FinSight Agent, a metacognitive FINOS Labs initiative built on LangGraph and MLflow, to demonstrate "Governance by Design." Aligning with the FINOS AI Evaluation Framework, we operationalize a "glass box" strategy. This moves beyond static benchmarks to implement trajectory tracing, where reasoning steps are audited against financial policies using LLM-as-a-Judge.

Finally, we cover system safety and supply chain security. We demonstrate how proactive Red Teaming detects risks like market manipulation and regulatory evasion. We also explore ensuring model integrity via the Model Openness Framework and Sigstore, proving open collaboration is key to building safe, compliant financial infrastructure.
Speakers
avatar for Vincent Caldeira

Vincent Caldeira

CTO APAC, Red Hat
Vincent Caldeira, Red Hat APAC CTO and Industry Visiting Scholar at Columbia University, drives tech strategy and emerging engineering. A Top 10 APAC CTO (2023) with 20+ years in finance IT, he is an authority on open source, cloud-native technologies and AI. Vincent holds leadership... Read More →
avatar for Valentina Rodriguez Sosa

Valentina Rodriguez Sosa

Principal AI Architect FSI | Safety & Security, Red Hat
I've more than 18 years of experience defining and implementing software architectures by leading
high-performance teams and improving best practices for software development. I help connect people
with technology by bringing value to their businesses. Passionate about cloud co... Read More →
Tuesday April 14, 2026 3:25pm - 3:40pm EDT
Giovanni Room

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