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February 12.2026
3 Minutes Read

How Building AI Agents Through Workshops Can Transform Business Outcomes

Futuristic humanoid robot sprinting in vibrant urban environment, hands-on AI agent workshops.

The Power of Hands-On Learning in AI Development

As the demand for generative AI solutions skyrockets, companies now face the pressing need to translate employees' interest in technology into real-world capabilities. A recent workshop model, demonstrated by the American Society for Nondestructive Testing (ASNT), provides a compelling case for how hands-on experiences can accelerate learning and innovation. By creating an environment where teams can collaboratively build functional AI agents within a limited time frame, organizations can cultivate practical skills that lead to measurable outcomes.

Transforming The Conference Experience

ASNT’s AI Agent Battle during its 2025 annual conference went beyond the typical lecture format. Instead, the event allowed participants to create custom agents designed to solve specific testing problems. The workshop not only fostered hands-on engagement but also produced viable use cases that attendees could implement back in their workplaces. According to ASNT COO Barry Schieferstein, this innovative approach has transformed the narrative of educational events into active, collaborative learning experiences. Such transformations illustrate that learning by doing creates deeper engagement and understanding among members and sponsors alike.

Benefits of Active Learning vs. Traditional Methods

Research points to significant advantages in engagement and retention when learners engage actively in the subject matter. A well-cited meta-analysis shows that active learning can result in higher performance and lower failure rates, particularly when participants tackle real problems rather than engaging in theoretical discussions. This finding resonates deeply in the context of AI development workshops, where participants contribute rather than merely absorb information, reinforcing the adage that experience is the best teacher.

Key Insights for Leaders Looking to Build AI Capabilities

To replicate ASNT's success, executives should anchor their efforts around specific outcomes. Here are several actionable strategies for leaders:

  • Set Clear Goals: Begin with the desired results in mind. Executives must define what success looks like, requiring teams to demonstrate how AI agents can reduce cycle times or error rates.
  • Publish a Structured Agenda: Participants benefit from knowing what to expect. Clear timelines, competition formats, and judging criteria can enhance commitment and focus.
  • Invest in Coaching: Expert guidance can help teams navigate obstacles, ensuring they are not only activating their creativity but also enhancing their technical expertise.

Adopting a Continuous Learning Mindset

The evolving landscape of AI demands that organizations remain adaptive. Workshops like those organized by ASNT exemplify how companies can lead their industries forward by committing to ongoing learning and skill enhancement. As AI technologies advance, each constructive learning experience forms a stepping stone toward mastering AI applications that drive productivity and innovation.

Cultivating a Culture of Experimentation

By embracing a culture of experimentation, organizations can position themselves at the forefront of technology. Acknowledging that not every initiative will succeed, leaders should encourage a safe environment for exploration and learning. This approach aligns with the growing consensus that businesses thrive when their teams are empowered to innovate.

Final Thoughts: The Future of AI in Business

The integration of AI into business operations represents not just a technological upgrade but a cultural shift within organizations. As more leaders champion hands-on learning experiences, we are likely to see a surge in creative solutions developed by those closest to the challenges they face. Generative AI is not merely a tool; it is a catalyst for transformation, making it imperative that leaders foster environments where inventive minds can thrive.

Leadership Strategies

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