Name: Causal AI: Just a New Trend, or a Way to Smarter Agentic Workflows?
Start: 2026-01-13T13:30:00+01:00
End: 2026-01-13T14:30:00+01:00

Causal AI has quickly become a highly talked about concept in the AI community. Its promise: Equip systems with a deeper understanding of how the world actually works through **cause-and-effect reasoning**. Advocates claim it’s the next big leap for decision-making, generalization, and safety in AI.
But how much of this is hype and how much is real? And more importantly: **what role could Causal AI actually play in improving today’s generative AI and agentic systems?**
While large language models and agent-based architectures have shown impressive capabilities in generation, planning, and execution, they still struggle with grounding, consistency, and strategic foresight. Causal AI offers a potential solution but it also brings new complexity, strong assumptions, and practical limitations.
In this session, we’ll critically explore how these two paradigms:“**Causal AI“ and „Generative AI**“ differ, where they struggle, and how they might work **together** to enable more intelligent, autonomous, and trustworthy agentic workflows.

💡 **You’ll Learn:**

* The core differences between Causal AI and Generative AI: capabilities, strengths, and limitations
* Why generative systems struggle with reasoning, and where causal thinking can fill the gap
* How Causal AI can improve planning, grounding, and reliability in Agentic systems
* When generative models outperform causal ones and when they fail
* Strategic considerations for integrating causal reasoning into generative AI workflows

🧠 **Who Should Attend?**

* C-level executives and VPs exploring advanced AI strategies
* Product Leaders and Innovation Executives shaping AI capabilities
* Data and Analytics Leaders responsible for delivering trustworthy insights
* Teams already using RAG who want to push performance to the next level
* Anyone responsible for critical decision-making powered by AI

The conversation will be high-level and jargon-free, with plenty of time for Q&A.

Desara Xhura

Fair AI

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Causal AI: Just a New Trend, or  a Way to Smarter Agentic Workflows?

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Causal AI: Just a New Trend, or a Way to Smarter Agentic Workflows?

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